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    "波动率\n",
    "\n",
    "在金融领域学习广义自回归条件异方差模型的主要原因是研究资产回报的波动率。\n",
    "\n",
    "波动率是金融资产价格的波动程度，是对资产收益率不确定性的衡量，用于反映金融资产的风险水平。波动率越高，金融资产价格的波动越剧烈，资产收益率的不确定性就越强；波动率越低，金融资产价格的波动越平缓，资产收益率的确定性就越强。波动率在金融领域是一个非常重要的概念，因为它等同于风险。\n",
    "\n",
    "波动率在金融领域有着广泛的应用。\n",
    "\n",
    "1、期权定价——标的资产的波动率是布莱克-斯科尔斯期权定价公式中一项重要因素。\n",
    "\n",
    "2、风险管理：波动率在计算投资组合的方差、交易策略的夏普率、杠杆时发挥作用。\n",
    "\n",
    "3、可交易证券：波动率可直接应用在芝加哥期权交易所的波动率指数、期货合约和ETFs。\n",
    "\n",
    "因此,如果我们可以有效地预测波动率，那么我们能够更精确地预测价格。能在我们算法交易的投资组合中创建更复杂的风险管理工具，甚至直接提出新策略的波动率。\n",
    "\n",
    "**条件异方差**\n",
    "\n",
    "如果我们有一个随机变量的集合,如时间序列模型中的元素。我们说收集异方差，如某些群体,或子集,组内的变量中有不同的方差，即随机误差项有不同的方差。\n",
    "\n",
    "例如,在非平稳时间序列表现出季节性或趋势的影响,我们可能会发现,该系列的方差随季节性或趋势变动，这种形式的规律的\n",
    "变化被称为异方差性。\n",
    "\n",
    "然而,在金融领域有很多原因解释为什么方差的增加，与再增加方差是相关的。\n",
    "\n",
    "例如,考虑下行的资产组合经纪人受雇于只做多头的基金经理。如果股票市场有特别具有挑战性的一天(即大幅度下降!)它可\n",
    "能引发自动化风险管理销售订单,这将进一步打压股市的价格在这些投资组合。因为较大的投资组合通常高度相关,这可能引\n",
    "发重大的下行波动。\n",
    "\n",
    "这些“抛售”时期,以及许多其他形式的波动发生在金融领域,导致异方差性,因此连续相关条件方差增加的时期。我们说,这为\n",
    "条件异方差序列。\n",
    "\n",
    "条件异方差序列的一个挑战是,如果我们要策划一个序列的相关图与波动性，我们可能会看到什么，似乎是实现平稳离散的\n",
    "白噪声。即波动本身很难从相关图检测。\n",
    "\n",
    "我们将描述一种机制来检测条件异方差序列,然后使用ARCH和GARCH模型来解释它,最终实现预测性能,可增加更有利可图的\n",
    "交易策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Autoregressive Conditionally Heteroskedastic Models - ARCH(p)"
   ]
  },
  {
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    }
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ARCH模型的基本思想是指在以前信息集下，某一时刻一个噪声的发生是服从正态分布。该正态分布的均值为零，方差是一个随时间变化的量(即为条件异方差)。并且这个随时间变化的方差是过去有限项噪声值平方的线性组合(即为自回归)。这样就构成了自回归条件异方差模型。\n",
    "ARCH模型能准确地模拟时间序列变量的波动性的变化，它在金融工程学的实证研究中应用广泛，使人们能更加准确地把握风险（波动性），尤其是应用在风险价值（Value at Risk）理论中，在华尔街是人尽皆知的工具。\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "(1)wt是离散的白噪声。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
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   "source": [
    "(2)\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "由(1)可得"
   ]
  },
  {
   "attachments": {
    "image.png": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的定义缺乏引入波动性的动机。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再由Var(x)=E[x2]−(E[x])2 \n",
    "\n",
    "𝐸[𝜖𝑡]2 = 0\n",
    "\n",
    "𝐸[𝜔𝑡2] = 0"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AR(1)\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ARCH(1)\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ARCH(p)Models：\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generalized Autoregressive Conditionally Heteroskedastic Models - GARCH(p,q) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "你可以把ARCH(p)看成是对序列的方差应用AR(p)模型。\n",
    "\n",
    "在这个阶段，一个显而易见的问题是，如果我们要对方差应用AR(p)过程，为什么不同时应用移动平均MA(q)模型呢?或者像ARMA(p,q)这样的混合模型?\n",
    "\n",
    "这就是我们现在将要定义和讨论的广义ARCH模型GARCH的动机。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ARMA模型其实就是将AR和MA模型结合起来。GARCH(1, 1)模型如下\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "其中Omega (w) is 白噪声，alpha_1 + beta_1必须小于1 或者这个模型是不平稳的。\n",
    "\n",
    "**什么时候应用ARCH(1)比较合适?** \n",
    "\n",
    "我们可以采用什么方法来确定ARCH(1)模型是否适合应用于级数呢? \n",
    "\n",
    "考虑到当我们试图拟合AR(1)模型时，我们关注的是序列相关图上第一个滞后的衰减。 然而，如果我们对残差的平方应用相同的逻辑，并看看是\n",
    "否可以对这些残差应用AR(1)，那么我们就有了一个迹象，表明ARCH(1)过程可能是合适的。 \n",
    "\n",
    "注意ARCH(1)只应该应用于已经有适当模型拟合到足以使残差看起来像离散白噪声的系列。由于我们只能通过将残差平方\n",
    "并检查相关图来判断ARCH是否合适，所以我们还需要确保残差的均值为零。 \n",
    "\n",
    "至关重要的是，ARCH应该只应用于没有任何趋势或季节性影响的序列，即没有(明显的)序列相关性。ARIMA通常应用于这样的系列(甚\n",
    "至是季节性的ARIMA)，此时ARCH可能非常适合。\n",
    "\n",
    "GARCH(1,1)\n",
    "对已经拟合过的ARIMA计算残差，再对比均值为AR，波动为GARCH(1,1)的模型，最后能够更有效来解释\n",
    "残差的冲击部分。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "建模步骤（案例： 600036）：\n",
    "1. 建立ARIMA模型，获取AR的阶\n",
    "2. 用AR+GARCH(1, 1)拟合序列\n",
    "3. 对比残差的平方项的自相关性\n",
    "4. 直接用AR+GARCH(1,1)模型进行预测"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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A46XH1l7MgVNVzH1kLWFCbMr+s9CJkz5TIx3tCgK9PfEL9Kanq93Vq9uP073/HzZ2Pa+99hqv/WAzcaGRzH34e679p1bPdfWICh5bC/aQb0ll1aa5hPoHM3PSRAK9PPCOHsmcUal4R2aycXYWlw6fpPzqcd58dyuXq3rw8fFx86ehPv8Ib7y9lbPyArF7bzDZQkZARkBG4E8cAUka8yde07uonjiEfheqv1PFbrdjNApjlf2blBdlg6k2ehZLJ27lo4sFLEhoprjMm6WvjWNwvmbvs4NWg3LgEaLPUMf27XuIX7qJccFabM3nyalRs3hlOsLocl9tMdmNdhZuiqb84L/RmbGKccn+COb29jKu1GsYtTADe3Mp7334FtV9foRGJKAxOgkeN4awnjI+Luxi8paJBOhU4Ogh//hZdKMWkhXtg9NqoujEDnZfvI7d4c/wKfH0WTSkJUajUtS4qmk3t3HiaDbxi9YwOcL7jl3OXhFZPPfjn7Ho/Db++cP30Ua9woi+4+Rdayag513y9woLYBwow0cxM86XK29eJmnC84R5CxMW+ig6fQKfqMVE+LTy7v6TtHrG8x8/u+yKw+ZQMnb2KELDQ1i66BT73/gbzo3YwPcenUmYpzjhYVDL2Jq4XNpB6rpUdJ7ejBwxjOwz1ygsbqCkNZYfZOko27+DxrjFPJ4RONDz10dp/lXCI5ej677EpdYANg5LdLVZX2U+uZ1a1qaHU3TgLQo7LBg+/BWHhEVDDhvh8TNIjlTjqFcTFqanvKGdLI0Gq7PvtsBMdZd5//ODtPZYb+uBDIwaw+pNiwjtfza4zcZm7iF//9dY0kdQtuc9NMYVTB4dd1MnIG0Zcy3H2fbLv6OisgFdeAy+WoWrN9rUXoPBfxwvvvgomx5zolBCWEAE23d/TVTyOCL8dNRf+JTSwCXMSvKiu6GQklYvVq5cRJCv180yZEZGQEZARkBGQEZAQEBOQiXnwf2aDyq49Pf3Z9asWZw6dQqdTnfnoXgxBqUHGeOm4f2fxRw4VkhbbAbDo/zFozepWq8GkxmHsOJDCRp9EGlhOgqbOlERzo3LufSFDScp0gsFVqqKi+j1HklWSDsH8lsInh2Dp5CB2owUnj1LgyaZzXEK8t7ciiHtKX68PI2+2jz+418uMWlDDM0lB2jWJLIx3hcFTqwdDVwo6WHkY+l4KqCrpYi9x+pY9L1XGRmppXL/2xyLSCMp2g9FR38SWlt0mkqPeNZnRbmStDtirVC45lMmzVzCqD1leOn1tJXXETt9Ey88PAVvlWTYtz2P91p9WJYWh0ZI4noqOVdiJH1zJl6GYlrUqTz5yl8yPKw/wRTn6Ap0/qOvkjVqH3//q0PkzxjD/Az3i7k6io9TZ01kUVwACoWTmPRM/PZ+yoHTQXhnTiZK1cuRax2oEoPxGngw6KnNJbsuiIeeS6f17G9Qxo4hLlSPAgtl+QU4gseSHtbFgTIr0zb/L56YFHqzfV2MpYXPd3yN3/ynmTssgJpsE1rl7V3i+qhRPPcXo1zqYr2kTsR5nqLMaaxhx9bPqLRHsOWFVWjq8tj+zvu0mdcSK8yWAFQaT5LHLeaVcdM489lnXLYksWnVRCxVV/h6/znips0nJkiLmN96e3ujcZhoaqjH3qOhtdNEt6OeWq0eQ2s7Nk0QPt7e6IRXCcibjICMgIyAjICMgAQBOQmVgHE/WS8vL7Zs2cKqVatQKpUEBPQP+/6uMuKGTWZ4cg7n8qxMXTuJiADpvM9+a7+IAGwXG7Banei0Cux9Jmq7nCQOD8NhbCHnUhVJE5cSrAaHqZuC4jLixz+Cr0pLkJ8Pudk5lCSPw3rjPB98cYbQpf+LcDo43GJGkwFt9RUce+8tirxG81SAjctHygjOWkyEMFrtdNBcfY0aYlgd199Ha+qop0MpLNJpo6jiMh/uPEP0ir8jXA+2Xh06bTsFFxJZ8/JM/LUKqi7u4/OLfTz7/Aq8JYB0VV3i6PluRkxLQY+NhryDOEYtZ0JqIG1NIdSdu0rFjRiC1b3kFvQye+lY2i6exhE6llRhgQ8OGkvyaXAksCbdF5zB+Jm6KSwqJsAeQFvxNRQZE4jtLeOyQUNqWDAGYx8JWbPJjGrnvX/5hOTVm5iWJEn87e3kHL6M17gtRAlFOEETlsrIUBMfXGzl4VcTAS1hicFYruRzbaIfOkMbZ/dmM2zFWoZ5tvHhpXqGLdmCv9AePW3kFVeTNnkZ3ngSFu1J8YVcymJH4tFRQ41Rw8TRozBX5HJNnclL6cEoXQuUevELGda/GEiC2d2z3eTt+prWuNk8OyedAK0WRdIENj3ry4m8AjoNg1cQ6UmdMI2OI1/x8384iG9wChNnLCBrWKRrWkN/uW0cem8bJfXdeHqW0eKhxNDUS0dXGcXdaoS5vUZzNu/vDufJdRN+q0f/7mOXNWUEZARkBGQE/hQRkJPQB9SqwgphIREV/u5l8/QLJjTYH223jjETMvBS/XYPUnBEKuaeEzQZzfho9Zg7b9DS68WEyEDstmaCh01n3OgI13C71akkNGESmeNiQOnD7Ec2UbUnm7MHDuAflcmS9RsIGpmISqth2kOzOFl6lgPVvqTOXsVmjxh81Wr84kazICvlVg+mNoAZi5IJG1hJ7hczmlnDW7mSfYKwsCgmLFzJsAkJLn2T1YjJqGLi+vkkemuxmuq4cLqScUs23JaAChh5h6cSG7SXkwcqAB0pk5fwUlqEa+6n5/gVrO7dw8WTh1F4RjBj7nS86aNBm8rcZaMHXi1lx+YRxtTlI4hVCyP+Cax7ai7HruRyqFJN7IgpTAvzResTQe/hkxy4bIao0bz6Ugr5ez/BNnI246UJqBCUxY4mbSzLxye7hg1cPbhKP0bOmU9rijfjk0JcsWateoz5vXvIPnAAld6PiZteIjVEg7WzmvBRc8nKCna1h8WhJDp9JvEjhZ5PPePXPUzjl6c4faAR4bVHM2bPQ6swcCW/ntSxs/BXgb2vl4q6VuLnR/W/LeBeTqgB3e7GdlSp6UQ7qzh5pOo2D0qFhorabvyHQ9eN8xy70uAaJHF0ttGlCGT+urkYL1+iouAcFeVXCdSp8fD2J1Z4JVNCClPjUm5OB2hVNFDtl0bmwKvDhN+BU93BjYZeMoVpGPImIyAjICMgIyAjMICAwuFwOIUbhdVqpaW1DU8f3yHBcT/k53T7Lsa71XWnJwTgTu5ONlSw7nTdyYayt9ttOK19BAffGgIdyt6d3J1sqLL6dZ1YzRaay7P59a/ewJj2CH/9ylIC3S3Wtlm4eugjjjOa5x4aRffVr3jjhJZnX5hHkLp/PHio8t3J71Z2r+3itPWRs+8DitSj2ThvFHoPJddPv82xznFsXjAC/cAQrbvy74yVZDh+iHPld8UqLbOj6jxfHKlmybqVhPvcmhcq1RHjcScTjw2moq5Ih4rpNjunndaqy3x1qJTZa1cR56emo+QIbx7u4/FnFxOq6Z+feZvNEBiI5Vp6qvhy66eETVhM6BDPRDUXdmAa+wqLorq43tADeBGbGo2P2uPmb1GYh9tef53Gzj6UGj3+nh50dfVgd976vYplSuvqVHoQEhVPmG//wi+pjlgPUSbS2+yFl+ZL3vcq1bmT/eBjg/elfkRepKKuQAfLxH2RSnWkMqncnT+prsiLVNQfvC/1eadjg+2luiIvUlFX6luUiToilepIZaL+YCrqiFR63J1MelzgRR2RSo+7k0ltpPxQulJ/Ii/VFXmRijp3ou503ckEH1K5yItUWoY72b3YS31JealfkRepVG8o3p2uO5lg705+t7J7sb8fsbrz8eceq7v6f5N2MZlMWCwW15RFwV7uCXV3tv1BZJ0c+/d/4b/PlRGaMJHvPTrXfQLqajUtWYtW0v7JUUpaMkhOzCQlJ5em1l6CIoZ+iPi2quV0mCnJOcv1pka6bKNYs2wM4qSCxKlPkjTwKp9vK57fVY5/7ASeenLi71L7do6b6zmTXcGE5auJ9de4VuAfy29k6abHCNP2X8jvNRCNdywbv/ejO5oNGyYM9Qu97n5kDkyNFS460k2hUBIUlUJQ1C1pxAAvXqBEKmiIvEhvWcmcjICMgIyAjICMAMg9oUOcBd9+T6iVppJSrrcZCY5NJikyANVQ31gcFLO7m7w7mWDmTn63sru1dzosXL+SS7MmignpsXhIphSIZYl0KJ+DqnhzV7QT6Z3spTqiA1Em0m9qL/q7ExXLEOmdynLnR7QT6Z3spTqiL1EmUlHujrrTEWUidWcnykQdkQpykRfpYF1xfyhd0U6kov7g/aHsh9IX7UX6IO2lZQyOR3pM5EU6WFfcf5CxSn2L5YnxiFSqI5WJ+oOpqCNS6XF3MulxgRd1RCo97k4mtZHyQ+lK/Ym8VFfkRSrq3Im603UnE3xI5SIvUmkZ7mT3Yi/1JeWlfkVepFK9oXh3uu5kgr07+d3K7sX+fsTqzsefe6zu6v9N2kXuCXV3dn0nZBrC0rIIG4hFaPA/1k2h1JI8egrJf6wVkOOWEZARkBGQEZARkBF44AgMvFDmgZcjFyAjICMgIyAjICMgIyAjICMgI3ATATkJvQmFzMgIyAjICMgIyAjICMgIyAh8WwjISei3hbRcjoyAjICMgIyAjICMgIyAjMBNBOQk9CYUMiMjICMgIyAjICMgIyAjICPwbSEgJ6HfFtJyOTICMgIyAjICMgIyAjICMgI3EZCT0JtQyIyMgIyAjICMgIyAjICMgIzAt4WAnIR+W0jL5cgIyAjICMgIyAg8EAQMVFwppNP8QJzLTmUEHhgCchL6wKCVHcsIfHcRMHfUsueDbZS0Ge5/kL1N7P3sC0o6rfff9xAeWwrPsu9MBX1DHL8l7iJnx8ecrzbeEt0PztzO0WPZNBh+dwR3X1w3l3YeovIbhNrTUsSRr0/Tbbn70u5W09bTwN59R2ky/u66dlXnsOsBxTE43orzOzhyrd0lNjSVcOhcLlZH//uWu6oLOHmqHIvNQv750xTUdQ02H3K/rfgQx4pbBh130Fh8mi/252EbKGOQgvtdu4nCk2cprr9T+Q6aik9x9mqtex9upIYbZ/j4izyED+7Km4zAHxMC8mc7/5haSxKruTOfD944zfjNTzAyUtd/xOmkp62EEzuO0DViGZunxEos/jhZh6Gez37zNld6nHipVThsCnxDkliwdhHpoXf+RKmzr4P33/wv0pb+gEnx3kMCYKy/wn+9vQ2TwhcP4StVWh8mLNnMvPSB71cOaXm/DvSQ98Fb7DKN5YdPzcBPdb/83vJjbb/GO78+xMyXv0+6Nxi766kzejJBc58vAU4HuYc/4v2vrfzzklvl3x1np+LwWxxTPMRj8xJQu4zq+PyfDjH65S0k3fbdezs9+Xt4MzeSp5+YgKGpipImLTOnJNxelKmDq+U13Pr2g5OO7nKOfvAlzqVZeA58k16h1hEdl4S/xszpHe+xN78ZLy+Ny5f4pRCbpQdt9DieeXQNQeJ3aAdKM/e0UFRXTda4sS6Jw26lsbKYlt5b3733Ck8kKdSb5qK9/Nt/HUEfEYhaqcDcXkm7RxSRvmocVhMNpiBefPVpsvzU+Ed18dYvfsnSh7cwMaiHt99+jxvdDjw9VNj6jHiGTuaJZ5YS4OyhurqabqPN9fnV6+d3UcxI/K/lu8oQ6yAEFxCdQkygHmPbDT7ZeZRZqx4hMaj/GnLt2G5KnWksnps+gH9/BR19nXz1wacEz17HWN8eSkqukzp58kDt+4nT6aCttpT6jlvJqbmzg0unj9CnVZIWeus36B0cTVx4AKrGHP7yl7vw9vHk9tPeTmedhSU//itmxflgai/lvZ//ikZdJFqXohmrLYknfvQI3u01qEMSaK+5SnnfZOakBWDtbaW8uo0pWSnU11dSWXiRixXe6LzauZqTg6LZjtIQQ0ywky/f2s6F6hZ8gwNRGlrpcvgxdspM4novYJv2YzKay6ggmTmA1dhKeUmP+IoAACAASURBVHk9VruNgmOnaAweydWCfJQD5xFqH+Lio/HTq6nP2c67hypc4Aj4x46dz5pZw2i+UY0yLIkM/G7Dz9TVyKVDe2hKmMMoYyVV1kAmxtjZ+skJMqZPYVh8An4ePRz+8E32FzZjNRnRaByM3/wTgi+fpsmsYOvP/wGbqYMWj1T+8i8eJy5Qe1sZ8o6MwHcNgft8B/quVe9PNB5bL3l7T6KdtoRRUXrX59CEmjocds7u/xxDxjo2TIr5k6h8d3M1JYYAnvnB0yT46bBZDFzc8x9sf3svL/9kI3dKEw03TlHensi88Fs3P3egNFUVYQ6axKtPr8Rbe2tw4Nv7apUPY6YNY9v7LZicwtfb7/dmp674CrW6cBIGoAiMm8Dzz93vcvr9KZR6Qq2lFNT0Ep92pxYaVH5fMxdzSqjVq3i/EryCo5k9Lwu71cbg74f1ddawa+8R2lVZfPpWPl3V16gw3WCr4RLqgYQgPGEac8Z7UVtTjc3uBJuJK1eK8UtIZ1JMK1t37GfxhGGuIFR6X/wjEvDX4HrQ8fQLJCyoP+sVEzhLDxic9tuDtnZx8dgxLhQWc72hnU97utD5xTJ75nCOf/EmlrAZxATo6Cg7QXn8E/x0dSY47SjUngSHhqFTKeg2V2PQBhMWpsNu7qa11oGrc02rJ2HcKp7zLsaoBZvVgtE/jZeeXk6kj5aelkvs3lbtisdpNdPSUEtjp4XuyvOcrvFl3gwFddVVrqRUrIOg7AxIICYQemrzKc6vxGj/EJ1KR9rUuQTZ7dhvZew369p49StOXbhOjO0LCvraKS+rZ+eH7+Gv639UQB/OjHnTUbfVU1XT37tuabzKsSY/Fk6ZQf35bewOnnnzgTlY5U9MWAAqpwOH0pPgsDD6U36xyD5sTQ23PTwEJY1h2eq1tF3NI3psIvv/31GcGLm450OCVv5v0fA26rCZaW2ooq65ne5uE7XVHrR3dUNTHTW+WoIjxvH4i0/DjhOMXbwAz+I9nLePZdOcBHLfP0vLoBOvp/YSX3xSTNqkBHxTsvDFTk11fxtgNZBX0s6SRzczLtqPyAmbeH1CfzgC/pamQnZ+to1r+dehuZmyAE+cTj8WbF6HT91JPt1/Bof3RKaHe0F/7orTK4yFU5LYe+AjDjuSWPfwPOw2TyYsWYqzopRQrwYKrp2nvLCF+HHP8ezmdK7ufJdrjCbER05AbzsZ5J3vJAJyEvqAmkW46BgMBjo6OvDw8MDf3x+9flD3ibRsSytHP/6Aj8/UM3nt42ycGMju93/D8WoPVjz5Egszgm5qd9WXcK7Lk42ZkTdlAuMwl3O93Iv5i5NQ9Naz7b1tkDYG+7VzXG/uIWz8Jh5fNgJt9w3ee/szfEeNw3A1m6o2CwEpD/HYpsn4q2/1R9hNXRTkHOLr0yVYjL1ETd7AowtHYLpxhre+uExGkpKCpnAeWzeJi19upy0wDmNpLWlL1zI5uIuvDhynoraZdmsAW17cgl/lYT7I8eAvXl6JD2BuKuLjz/eSuOAFZtzezXWzXnVl+eijUwj17L+gqjSejJ08n33n9lHTDX7qDi6e2s/hCxWYjUaSZj7MxllJFB3dxgdfnMDkGcs77+zm+S3zUDQUsG33Sbo6O+jWDeNHrz5CqMZOyeVy4tLWo9PcSkAd3RV88Ov3UMSPp6s8n0mP/ZBERRm7Pj1AQ08X3ZYEnv8/W4jXQP7BtzjWEEqsuZT82mYcKQt4dKSaQydzqKvrJmXhI2yZkwF2E9XXCjh5/ACVrU58YsayaeMCwjzheuEVwiesJeROv0i7iYqCPE6cPEJDt4Jeux+LNm1gRmoYloZsfvnOecaMCiW3oIKeNisTNz/HktGB5O/aynv7ztPnGc5bW2HFijmc/fAdQh56hplJXnRUX2Hf16ep6jJg7Wlh7Ib/zYKRQaiMzXzx/geY4kehKj9PeVM3AaM38NTqMWitvVTl7mPn6RK6OzrwGbmelzdOROkwU3ytiknzM7h8soCZKTPxUdxszqEZp4P6/Fx6spbxwiQhMezgwNZddE4XklALbR3txOkCUKsUOB1G8o4cRzH8EV4aG4/QeV1zxkFfWyKLlmWhH0hC1VpftL565s315cqRC/iOHonFZCd66kOMVJRx2dHK8HhfyntCmTYxGZ1KidMm9OLpiEpKJDO2P4EWEzhDaznXGgdVQeVF+oQZmHvb0UbNYP6EQPYfzqHVkAY+YUyctYCxsb5UH71O5c2xUhUhccN5aOlM/DwU1J6o4VzAQywb4Ye1qw7DnmwhVaSj7Di7r9pYMH0SCZ5Wsr8+jj5sFAH6/sTPQ+OP3bCDX//8GtPXv8SsGQswt5TxfsERUicsZezwCOGD3beSULWO4JAQvDQqsLaSl3eDpS98n/RAG+Unj1Jf20EQDoxdzXSbUgnSq8DpwFCVy2eHYctPXyUE6GuvoN2Qw4wFi4nzHRiFUarx9fdGHzaTkKgiTp2CiVOcFF2LZtmyMRTYL1MaPIyu7mYemj6VUB/NzYdnjW8kmSMyuf3qaERVa2DwqeO0GykvuIRPVuKghhB3LZQc/ICPjlykrtNJd0sLc2Y/RIall3arD8OykrG0NEBiGhPHj8JWvo+f7T5PeV0bpTeuQU8j7Y5CKkpSSOjtdfOQ60FEwjgWLpvCbz3aGlsxGA+5AnH0GWhuacNsdbj2hXPIafNkyvSZmBtNeE2by4xIKzt+s5fmjibyTjcxZuUWssLD0Hk46VXPYHRHH5XFlzh1OpvUhc8w8to+iis78BSrKlCHk/ZeFfMe/gHmiqO8/fPdGPwm8Oyjo/EceD6Qqsu8jMB3DYE73fK+a7H+UcXT29vL1q1bOXPmDN7e3kyfPp3HH3986Dpog5mzbCnHzv2Iw18dJ10XwvGzZcQsf4XZkgRUcNBeX4G3Zxx+A4mZ6LSj4AytCdOJDlTRWV5BUVUDKREKFj//OraL7/HL7DJ6bCPoriul5HotWSlTWPbi6yjrT/GPb5ylrmUU/pG3Lq3Wrlo6Qqbx+utrqTz6G/4rr4ju2Vk0FOdRWd/OzA2v8nq8D111l7iaX4b/3Bk8+/patA47pUW1TFr2JOvVzbz1q19SXG9iirOPrl7LQK+WmaNf70SZtIxJ8bddVsXqCGkqxVdriJ20AJ361u3I2NuBVaPFRwPW9mqMsfN4/aEQir76BR+WlmCYkcnwcROIPVbF9B//LeMCwWZs52Kvni3Pv4Ku5SJ/+6svudEBoX5V5BRUo3Ge54v2fAhMYMHUkVgqCsm/bmTqtEzWbViG3txFToGCFS+8QpCxmL//2XuU1ViJS+ij4OJVOvSTWPnsq0wv+ZS//p/tHAh4kUee/h7X9v2anaV1MCOGolM7+fqanrUbf8xqZxW/+dnbFNVNICzKzKkLDmZ8P37QkKQECls3Bce+ZHepD2s3vEpaMOR88T98tOcCE19dQNWFM5Q1WsiKmsL/WryWkt3/w/tHLzNn9BIy5iwg9UoTYx97hUkJfpirj1Lc6MXYSH+qcr5k16kapmx8jEdiA+nIeZe//uxDMhJfJrizisLrtUT7j2D5c6+zqOAj/vFgCV19Y/DrbabXZwTf++FqGrM/5D/3FdG5cSIB7QWUdUSy6ZE5dP73Ieq7Z5J2F127dnMneddaGDN9GmFh/tBZS4dHJkG+YOm5wdfbt1I9dQXrpiTSU3OWM02BPPzIGCJ8+++0Rj9v9GZ/QsPCbg6x96Nn5sLBL8gzh7PWY1DPkAKi4lMo3PMlX/daWPjQcDwVHsRmJdNQWENZWZvLhZiECjsJ6cPQ3XpOA6UH3v6B9JkaCctaSrCfGY2nnQDdoLIkTQkOOhrKyT4JepWCzrJWavTZnOjQYzd10tAhTOR04hWRTmLRMba9/yVLlmTQEzCSdTPGolP1d8/pfON57LV/kHju4vAH73Ku3pMpUeWcPVPhSvQUCiFxd1BUVsS8zT9idqovrfmnqAqczZMZYWhsJgoUToLCA6HRRF3eHt409rJx2Xyi9b2cOH2K9PkbyQoLc5VlUXai13sSGBJKmL80dXTSUX2R3Z9fJHn+alTckMQG+MawKLia9z76kiXLF5Ea4YPCO4pJqdXUlpXdrgtoUlKJ9rvXTEpL2vzNrLV182FZLC8/N5u8rf/N1y3+pMQ4yD2fC57+dJ56m92+/8jj45bynH842w5WsHrDcgx5nw30hKZQd+kUBn+gThqaldqyXHZ+Wjuo59Y1Vk9hpYFkhOtNGwV52ZQUFtFo8iE1ORyVMpTp87PwDvAnWMAu1IyXMB3GK4yVT6yjtew8e748hdOpRO1Q0ucw4REUw6JHXsbPw4Y+/SnGWzs5UGCkOOc8tvZWvHUmUlfOJcuviH3XwFfri8LaSXFRNeNHJN5+rkqrIfMyAt8RBOQk9AE1RE9PD+fPn8dsNrv+jh8/fuckVIgjMIW1S2fyi3fO8ua7SpRJM1g/fwSDb2c9Tb0oAlLxGGg94QZjarrGzjOdzNmUhR4Hl3NOo89czKoVs/DV2Cmor8PTayo6DwcXz2cTNHk1a5ZMwcsDOlVK1Dalq8dEhEOY02bTRzIqwk7JmZ18uucqgVkb0SlbycmtY/r6Z5kQJySsDipzT+JIW8SGhaMR+kWEuWqhUWlAJwe2vc2F6148GaZH26LFw8PsGo5subSPS12ZPL4pA/WtDkixeBd1dJZQ2qpnSVLUzeTM6bRSc70K78TRxHj0YfaKZaTORtHxT9m2v4LgKVPQaaxUXMmj0ieTFwdGg21OJWmxMRibS9j54ac09iQSEeykI/8cvSGz2fTQBFfvLFpfdA4j2bl5hM1YzZKpiS78LQ4FKcnR9LVc55Od71Pf40dkqA7zjeNcMsXy5DPriPO2U9LcSVDGEjYuGo8vBrq67MTEhdFVU8iXx28wa/OT+CsNdLZ1YFZo0HoosXR10GjUMt5LGOp1A4bTSUflFXbndLD+pY2k+GvB2YePjxd6by3KtuvsvVjLsmd+yoKRfng4+1CoQKVWocBB4+WjNHmmExfmA45ucg+dh4wFRDnK2Hr4EiPX/yVjYvqHnn0CQlGpbHh4OLh+8RSq1AWsWTOXAK2d0vpa9J5j0WvsOFUBxEZDfdFRPvr8DKbU9QQ6jVw+fAxl+myiwiMI8OmkvdMEfv29ZcKcQVNvF2brrXmS/Q2uoqfiPC1BqQRf/pyvWxeQ1HQan0nrCVTbXcPbS1fNofCzXXxiWcjC0SPYuEGPl6OXjo5+D90GExZTL50dHVgGekJ13n44arK5YElg+ZRhqNUKRk8Yj1pjxaiIYN3kYHodnsxYuILzh3dRfrWPM4cP0dhmQKnWoBZ6Rq0mDHY13joPnA47xdeKyTlxkFFz1rFwQkx/ImKrpfo6jJ0fRJ+xALVdj5fu9sFl6Ymt9NARHpPE8FGj8fFQUG++TK9vFqMzfbH2NNPScw0PpQqNdzhTlqwkrrIWv+hEWnL/jn/96W60Oo1rDqLTYcNo8mXRE48wJV7Jhc8/o9Z3OPG+p6itrurvNZb0hApNIWx9XQ0cqjAzKd3Mvg93kjElndYuM+OjgrE06kiYuIZor+u898EXPL5xERMXPoxKqXeN6gj2lq5uLBYz3Z0ddDj7l2Or1Fr0WjVX884ROXUh6ZFqnOYsVo1Uu+wChq9ilK4PD/8ZLMk6RU1VLZ3n93E4vwuDTYm3a1jficVkRKX1wkMJNrOBa2X56OJGs3l2//x2h6MXc08Q2sEXxf6quf532vuoLqug40YJW7/yI9Zqp7ullkr7QK8tYGw3kipo2y3knDiEf/wK/L08MGt06OzCU4aaqOFTae/uosFgRXmzO1+Ff0gCw0ePuL1HUvBl7qSl66orBo1/LPOWROCtVWCKmMaEWB+03j4ojE2YEJJPNTiN2J2BONvzeO+9fVy7UcmNFjM6tRrfwHBCg71QVlZSknsKq8KLacs2MDtdSPrVhMVG4FAp8Ne0cHr7v9M8cjRLpi8hKjyI9soyzpzZzSfdS3h8ZoorHvk/GYHvKgJyEvqAWkboPbHZbDe9K5VukoubR28xkYkjiAw+T2Gjg9FTkgn2/e2bmcPuQJidL86Fd1gNHN67G68xq5gWqQVLDRfyO8hal4mXMMRsvMGpvHZS1o7E11rDxSIDo57IRC9c6YGmgguoUzIID7i18qPk2Kfsv1yFxiuUhJQINB56ksZmoqw+Tbk1iqfSY/sn4/c1cCG3jtQFawjy9MDcXs2hbVspVgbhjS/JCQn4tylJ9ffC6Vpg6qS37jK7j3Ww+YWniNYLI4aDJl65orJRe/E0xpiZJIXdOk0tbRWcudLJzPUrKDr4IYeKmtHrg0keFo5W40nqyHR0fSauXi4gdfwWVwLZU1fAJ+9/QrdfJAFeIXiFhRERMZpYZwcHT+eTvPBVxqQIA439m6G1lIJiCxOeS+lPQFvK+OiDbbR6hBAc4E2ATzSBmRkk+ZnI//wMfknLiA/T4OitIze/hSnL1hOsAXN3G+V1ZkbPjqI45w1aTQ7yDu3kykDDRU+dQ2qID10tVrJG+FBZ3knm8FtxiPE4nTYKzp3CK3UeiQPng93UTXFJC8nDZ9JQWkC1OZ3HhARUuK8aWrlc1EHmzGF4WVvZm11K1JjnCfZUYmmq4WxpC1OeT6T6zHZuBEzl8TRvVK42MHP1/EUiEpcSrG5g/6VG0pdtxEc4h0zVnMxpInl5JoaCQ7z/yRX8o33wDUshKNiXhLGpONorOXWljTHPjMBbaUWldmJ39A9HCnVxWM1cOrKdy3WDk9AwRmX6sXD2OPSt/nzy9q/Y3ZHAT38ehop6lCpPAiOyePSVWM7mnKXHEY+3oZT9h8/QOvBKmu66MqpMtewwF+Ih4KtQMmbxY0xKnM2j2nwO7trOxYLLWMMySQ7Rux64LM0l5HZG8PKr32fuuudcshEpyeza/j716kiSgr0xVp3jeHcSs4aH0NfTTFGLlUc3P+paRHTzvO3swRYUQ0trLR7tZTgCRuLv5f73bmgs4WqtnZS0AJqrKmhRKGhrNdJlqqJC7+X6LaSlRNNQeImg8dPxt1by9RdHmPvUcwybMJfClkaWPLWCaG8Ndflfs/10FzHB3vQ0lkH6HDYGmvnirJOVyzcQ6KmS9ITa+eSNv3adUlarB+NHTiMmTIe59Tpv/9PPyXjkb4gN9KAMFR6e/oyfv5HEiDMUNfUwZ4Qfl3buJbu+v2dY6K2tqmzkwJc78NP2/zaD4rN4aPYMpi95lJxDh3n34AVKqq1kZCWi81DisFkou3SRsCUv89rahaQLfb3ODDLT9/L3e+sZlxWL3WomP/cEYelTiPRVUJd3FP9FP2L1qACMbddcsTstRvrwQ8jhhtq6yvZRpx/P8KlezEt3cvBKL+FJoxiZdKtLvvVqC66rc1clhoBFLJk3zPVbj5u8Ek3xFep7INJynU8+PY6TIGat6+8FFh66DV1NVFVUuPRvi6Gvl46eW68jcJiqqai0MmuqjuPvvIPXgicY69eKw+lBhJ83mBpptDiYmziGLa+M4dqhd/j4moYJKcGoxIv7QAFVJVdpd715oT8JDQwPx2nsJtTLwrTJTzJeVUXFNWEagcLV5rHjlzAqQ05Ab2sfeec7icCtu/t3Mrw/3qACAwNZtmwZ+/fvx9PTkw0bNvzOyjidPRz9/GNKLUnMHt/B2dMHyZ0xmjlpwbfNjdJ6a3F2G7ALHWdCj5dGR2JkMCcahdd+OOmtvEyNIor5iSGocNJ5o4hqcwjzhvnTe/0I1QpfFocEonA6cbRdY9+VPuZvmoGvRlgQoUBJMycPFjD88R8xN9OPurM7OGqNYE2anvIvruCVOJNIf+Eu4MRQXUiFOYj1qeGonDZuXDlBrmkYf/mj1egdBr78578lKnUNXno1vQOJyPkzFwiZMpd4TydOh9O1CEOpUtxWR2dPPYfOl5K55FHX3Cvhhu801vL1Z7vwnriCEeEG3vtNBROfeZWpyV5UH/+Ig6p4MpP8sJiKKa7RMXN5ODgNFB7YRU/KRl5am4m9tZQ3/vEcox6Jo7u2hPOlalY+GXxb2/TWXKbBJ5b4EGEszkLF6Z1Uhizgrx6ehKKrkg///V9JfmgFus4azpZ3kbU5CyF972it5bo9iEcj+5N5c20BTeokYkN8KGgxMmzuerbMH+ZaOCMsPFEoFTgsPXx5bD9eo7awMCsYh8PhSoaEIdSbm9NBZ2sXyhRt/1QGp5O2qjwqrVGsHB5O+d7PsMVN6J+/5nRSX5JDgzaVjVkRmBouUNSqZcHwaNROJzV1ZdSTzGNhTm6c6MWu9XLdTAV8e2ryOXzDm5UvZaGoPMoNWxhTk4VE0ElnVRnXu/15LN7C1/91jqzHf8DyVF8aiw/wz2eDeSrWj5bKS9QQw/o4T3DWY+5S4SkZlhbm805d+SJTBnrnbtbPlZD0J6aO8GRGjh9NgO8YQqQYAB56X2bMXNifWAWOZP2TI2+6uHFkG7uaUnl609hBw/HgFzmc9S8OY3zeEXaerGP2mtUEdRayY5uJp17cQJarvYQHIeF8dODAAy8ffwICfNC06VDbfAgICMCiMKFpb3O1kXNA16lQogjOYN0KMzt3fsrxpk5mP7EMDe7fq6TSehIYGITVoUBYNHPl2AlKWzsw6sqp8c5ieGqIKwERehY1KiddxZfpDhlFhL8aH99xzMjczWfbdzF1mA9nLjaxaMM6YgL0qAJGIKxFFBYbdV47za9KK36rJ1R4K9Da2cKCr3CSQxSueoxKS+XcRC3LJ0TfthoePAjPmkmY6+FEwagV6xk90B6WlhL++6OTLNvyCMm3DccLzeHPhMVrGTFtHIc+2k1jwhyenB/Oqa07cM54mBXzsm62mXDOCee7UuvlwtfeZ3L1pnr7Ctgr6NJrXHNSHQMPqcJvwtFcx+XueqZ0DePmU/ht54mFqio1k6eEcba4jcikyax/PJIbTR0YGwv4skzFphmZBEx/mPBEPc6AVMaG7eE//uHrgbjstFeV4QxNd70BQYhRoXBiER78XZsCjc6HgKCgQXNYhUuFGk/tQNe800zp8X14jV6H4eIRzlWWoM+5gF94LeaALAK8PHB2CmeRZFMo0Xn2n2uDk9A2cQGYS70ft378hAV3XVw4eATHhLmkB6jpbswn+3A7yckp6D2E62t/KQrhXJVcViQly6yMwB8MATkJfUDQC4uQNm/e7Pq7qyIsPVza/xbbC0zM3LCcjaPsdPztL3j3zY+J/MlTZEjeCRMQHYrlVA19fePR65U4+kyU1phJmhoH9h4unc7Ff/gyEgI8wN5LwaVClFlTSdV0cuR4LiYPXwrOHaXT00ZBfh4Zy59jkm8V//5XvyFozf/liawOWixm9BWFnKnv5Oiur1BNfpl40w3+s6CTsU+MwVcYsXIYuJqThzplMmnBQlkWenq7MfSZuJKdjaH0JJ/XONmyOgNPYY2DTyAO01nMqidZMSkZrF0c++BdioNn89TyUa6h/H6snDRdL6C4VMnUWQVkZyuxmbooKygnfdnTTEkMoq/9Mq19JmrL8jl9vZkDuw7i89DrJOigp60di8pOc8UNOiPjaes10eOoJC+7i8qTO8jRJrIs2o/r53bRGj+BrNumpJq5ciqXmIxNhPkJPw8Dnc29GPrquZKTTV3uZ5zoiOMnKcHUlRygxpzG5sx+B7VFuXhHZRDiLfRWmCk4k03EmC2EequISYpgf85hznh2o1WZaOgIZtGSkTjbr1LfGM2atCi6K8/x7oenmfHsS4wJuzXXTqFQEZeWwLEr2ZzzN6Dq66KwrIk5D28kUtPM7qsVKDVeHM32xbOljAM1sH7TeiK9POiq7sRg9qC18TodPgmUXjxP2Oil+Gu9ic5Kxuv9bPZlq/CzW6koKGDS+kdI97OS/dUlvNJnkxwktKuRa/n52NKnkKgwstdsoP1GAdltFo5t2473sDVE+qi4XFBAwIi5RKrBWn+den068wT722+1Q/wcHHTVV3FRWCDjPYnV09JcD0lDKH8DsROtZwgZIYX85v+9jk4bxNT5iwjTeiGs0+kP0Uzu3k8oFR7mGi/QUAR9HdW0mns42n1rrvTn247xyIvjOPN3P6MgdROvPjwarV8w3golHlovyq9cInN6Ihg7KL5ykb46Pa3lLdhDQBcQQ7pWR9mVMqoqrxG57Dnm177Bcd/1pDbn0dFrJT4xhaSYENR9TXxxuoTMxcvxEdYSWSwoQmJJb8zn0wM3mDR1Elo376j0T5/GFjc9oTve+j94qAZ6aK3dFF7M40xhJYuX//Yrp74BwLeZOJ1a4kYNp3L3v/Hi5z5kzJjDxOFJ+Ei6MDvrLrFzT6HrbRBHj1bjeq1VXQtN5hNcd0289cN59BOOeaxiZlYaK9ZoXe+2HZkVz8f/voc561cSovEl/vn+Ht5cQKv2YuTCpXRVnOWs8GAoLLr77CjNDiutNTX09vXxaXcTwZ6gK6hgyYpVpIxfzuvjlw/Eb+DM2/+Cdd7rzIrrH6VxzakdSOSEp/6AsCRGjxvndmFS+Y2mfj89zeS3KLhRsB3VnGX89d9MZdfe7Rw8pWLNy5Nc06B6u9sx+asRHnVdm81MVdEFjjV73Xrl08Chjk4jY0cM7NDDxUMnCPbXUdhcxTDXW8l0JI0Yy7gwDW03eigvbXBNleouz+GdncexaaJYsHEtWWH62x72RY8ylRH4QyEgJ6F/KOQHl+t04BE1ke//xXTSM7MI0dt4+JWXqe12orLd9rxMUGgizp6j1JvM+Ok9sZgaaO2xMzssCJxWosYvYU1oen9S51QTM3YOj/ikYGmtJvdGH6se20hEVwVdfd7MXvs8KbGBOHtszF6zicjMYPDyYd3Dy6kz2FDqolnxzCvow9JBbWT6qoeJTxgYtheGlUbNZ71PUn+vgEpNysTFrPGtwGC0ETFuKS8Ns5IeJwyD2elqa0Xhm8qchZl44qT1eh4li3iNhgAAIABJREFUhjjWbMqUJKACME70YWmsfkyHyWx29SnpvGNY++JCfDz6sfDwS2XDxsU0GG2oPZNY8+wr+EUnuVDVh4xgwxozTSYbdrU/k5dtwOtGC0YjjFr+BEl2TyL89OgzpvBk1uBXWTlImLKOhNjUgZi8Gb50LaaSZoxGI2lzn+GV6SoSAvRY+oazbst4QgfaMiRlGkuGx9C/eNlJ9NiVxCbEokZB6rQ1bPEvoM1gxK4PZfbcDBdmN4py0Y9dTIgXnLl4ipjpyxkRcisBdblWepA5Yx1bggpp6TaiUISx8rF5BOvUdBTlU6MdxeNrJtPR3oPRK4UXnphA2MBQrH/8RNY97E232YLQmZMwYRmxoZmoVWqixy1gsy2UaoMRs1LFtA3PkBCoca3ijxzzEGsDUl0xOp0eRI2YyeOeCWgDtKx8eB1VrT0YCWP1s89j907BR6smcdxCogOFZRlWqq5cRpf1ECHC3L3bT98BtG4nPfWX2LXnEqFZs9kwLdk113Ios66yY7y/v3/unejl/7P3HuBxlVf+/2d6U+9dlmRZcpF7b7gbF1wwxmAMhJKFFELKL//dTXaz7cn+spuySTYEAoQesI2xMbj33uQqy3JV72VmpOl9fs+d0ZXGYmRsY7L8l5nnkc57zz3nvOf93nvfe+5bzU2V1Duu8HL70Z4lmlAlMXZwAufLruPxqcgdlEtU2gjWPLccnaGKZruNy0c2sWOzBZkmnmEDk6htdwZ6LkS7cpsCmU99E8/vq+XM2UKGLV1JbmwOcjr45O1NdBXM4MXJmZzc/CE7TgsxgDcwxtFm8+NwCctMeWg6v4edJ2tJyi5i8OxVDEyJpkZYk1wRy+Rli6k8fYLrZ3ZzaI+TwQUpnO1K5flMF8c2b6a8w0527gDiBs3mxzN9XL9aQ+me9WwxOZmw+CkmhZng57a3s3f9Wq51+nF4MxmRGCUM6uTwzi1U+dOZs+RhBqbc9BUmFj1AhY+/I1vfoaypdwiFx97J1eo2LK+Ze7rjBWHpgImM8Z6gtB602hwG5EUzfPFTzItPoLWpkc7GCj48sRuHy0/soDHkGMqwaLU9YyuFIFQhl6HSaNEKM/OFW8fv5lJFOUPT5JzbuI7OvLk8sWg05spLrNu8FlnM94ivXM+eS1YsHX5mTIkP6In/EnLH8szflXB603rKM8dQUhJP1cVKcqfdz/j8WOpP7eaPH9ygt4r10HqtFn/r7ymL6g1C5VGJzFi4gjRcVJ7fy59+f7pPy7EwGN5BtV7BwBnCJKwcVn3jO6IbuM3NyGxahi1fTKGslnXv7qauupHYgmm9LaoSCQpV8F7rWXe024LN2t3NL9Mw7L5lDHkwl+xELV1159HLNJygk21vvkSpVobD3IxDUxKocxsqG8gdvYRU6xkqG/QMTc2KBKE9VyWS+CogIPH5fH7hS8/tdtPeoUcb3f8C4MGuiZvb88PxhIKF498u7070+wPxTvIKZ8Pr9eB3u0hK6u2qDWfzf8RXYTmbsx/xfkUczzw0C1n7Cd545yqLv/0YA7sXJ/6Mr34PlUfX84eddv75X54hNmTI2mdk+7l+X6SspvpLfLTzNCXzH2BsdkLg/ji85TWUgx9ifH48UmGdndv4ib6KtD+f+uOLeiLtT64/fqieIHOrnygrUkFWTPvcTlrKj7DxiInl31pKpv48r+2y8eDqySR2t1aJsiIN1Q/m6+Lo6//KYcVivvv4BKL6YCjqifR2fA2VEfVEGnqub1qUEbqzzTWl/PnDKyz6ziMMEoaO9Ol+73ss2PJ6nLjcoFQpkXWXIyjnx2FzodCokXXfIkK3rc3ZO95a0BdtijTgn0SKUiHFJRhGhkqrQSlMNgqZrON1ObAHAkQJSoUMj9uNv89rWpQXyywEx0qVJiAvlVi58PFGTMVLmDAwBmGFM5/Hjd1m5cD+Txk48SGK03S0nlnPNttYnpiQgd3lQ6PTIhVykkhoPvEO52KXsXBwDMLkLZ/bhcPtDSztJqxvqtEocTvsCJPr1GoNUklQT8Da7XLgdPtQarSBSW5CIOf2+FAog5OXfD4PTrsdt9dPYPKQWoXE78XldIFCmBgXDPbEsnlcTnwSOYrApLbg2sMuhw2XpzcIFfEQqaiLXInS78LlBalMhUarDLRm97Qk+ryBj0qvzx+Y+CX1uvCIvdw9Rm5OBPKQ+6jYvZn2rFnMG5GJsnssu9NuRaLQIPHYA0shCT0Gap2w6L0fS9NF9lw1MUzdxvr9jcx4eCVjcpJQKqW47W2cFca4WlUsWLiY7BjhSvT+QsvVk5ZIUGt02BvPsv+0j8lzuz/ye9XAaeLwyXLyx02hOGRhfkHE5/XgcntQKFXI8GKzOwIfhXKVGk33hhG1Z3Zx3pXHfUNTPzMm9MbZgxiTxnLf0LSeSZqC3YB/Lj271+4kbtZCiuPkmFsvcvK0lRnL5qDSl/PBpu24Y4ezZMU80rXSm+7unvKJtoSVFPo8r6FF7JsOJxuO1+Nrn/EA4WTD8e5Ev6+P4nE4u+F4onxfGk42HE/QC8cPx+ubh3gcTjYcT5TvS8PJhuMJeuH4t8u7E33RR7vdjtPpDCxbKfAiQaiITB/6lQ5CA76auXjwPNElE8jUWjh38BxxI8cxKDX4EdH3JvK5bex+6/dcS53PC0tG3VTavrLCyXC8/vj9yQryVn01R/YcpM4TzcgRkxkxNA1ln4ruVvo3ORriV6hOaDpUPhxf5Im0vzL1xw/VC80rXFqUFWmoTY/DTNmJUuJKxpMvtE6F+Yl6Ig3VD4ibrvBfv1jPkKd/wLyCqEBAE2pG1BNp6Lm+6XAyIk+kfXVCj0UZITBqvHKcGl82E4dkB3agEs+J8n2PBb7IE2l/vFC+aC+UF6ovnu/LE49F+mXqh+bR15/Qc2JapH1lxeMv09dQ22J+oj8iDZUJ5YnyfakoI9LQ8+F4oeeFtCgj0tDz4XihOqHp/mRD7YnpUFkxLVJR5lY0nGw4nmAjlC+mRRqaRzjeneiH2gpNh9oV0yINlesvHU42HE/QD8e/Xd6d6N8LX8PZ+Lr7Gq78d3NdIkFony+xcDebwPvqB6G9noe7OfryhODA0mnEr4kmRhjwH/LrKyucCsfrj9+frCDvddkw6I34tAmkxgZ3dxJbRgTan83AiTD/xLxEeiv9UBnRlMgT6d3qi/ZuRcU8RHqrvMLZEfVE+hl9j4N2o42YxASU3a1joXZEPZGGnuubDicj8kTaVyf0WJQRqXBOTItUlO973J+sKCfSO9XvT160J9L+8r8X+qF59LUXek5Mi7SvrHgsUFFGpOHOiTxRRqRftr6Yr0jFfEUq8kP9COX1TYt6Ig09H47X164oI9JQ/f7SobJiWqT96YTyw8mG4wk6oXwxLdLPs3kn+qG2QtOheYlpkYbK9ZcOJxuOJ+iH498u707074Wv4Wx83X0NV/67uS59g9DImNBwd9v/Qp5EKiU6ITFQEfw1iyfMiE5O73/M2V/Tl/91ecnVJCeLa3D+rytdpEARBCIIRBCIIPC/HIGQkYH/y0saKV4EgQgCEQQiCEQQiCAQQSCCwFcGgUgQ+pW5FBFHIghEEIggEEEggkAEgQgCXx8EIkHo1+daR0oaQSCCQASBCAIRBCIIRBD4yiAQCUK/Mpci4kgEgQgCEQQiCEQQiCAQQeDrg0AkCP36XOtISSMIRBCIIBBBIIJABIEIAl8ZBCJB6FfmUkQciSAQQSCCQASBCAIRBCIIfH0QiAShX59rHSlpBIGvIAIu6s8e4WKN6SvoW8SlCAIRBCIIRBD4MhGIBKFfJrr/P7ftcZgwmux8zs56+H1+zDY3Tm/o5ndfbuH9XgddnZbgtn8+C6fW/4k/br98zzP1uu3Un1zH7946zhcJkxouHGTXvku4uyFqrdjD2k0nMQs7Svb5+V2dHFi/hYst3Tn6vVTs38WBc/U3bS8oqNmMV9j67j6M3XbMl7fx6sHqgMWyXa9wpNoWSPs8Doz6NlpbW2/66zBasFks2F0uqk/sZffR6/gDPno4uvEVDlzv7PHOZbnKuj+tp8nSw7op4XUZOb7uZdafa7uJLx74vE6M3flvf/vf+PnP/0JlWxMHDpTRhVcUC089TvQd7Tf5HlqWDr2Fmzby9Hm5eHgb20urcAcK5KOj9iL7957AcpPgzdm1l+/lg4NVhLks4DZx7KNtXGjsukmp6cTbbL6gv4l31wd+LzaTBYenFw/hHjR0dF+3ji7cvnv9nPlx280YTcF75W59F55Jo7ELt+i6cM8ZrTdfl7s13q+eD5upE6fHh61L/9n7o0OPTdhH9B79HFYjZsctbqB7kI+wLa3Z7Lip3nVaO+nosuILvfY+N2ZDSJnb9Fgcwraz4BPuGX0HVldI7e2x09ZhwOryBjYRMZls3GmV7fM4MVuCftjrT7Hx4CV6szBx4u21lOmDT4/HZaWjT30T+swaTFZCi3Mn0AX9sODz+XBautCb7Deru+3oDcbAFrI9J/w+bGbjZ2V9LjpD65Z2A7bAVr7gE8qgN2B39+Io8Fo7jIGtdd12C2aL467L0ePb1zgRWaz+a3zxb1l0l5ljG9+nMmUqq+cMQ3ULYSGIeedwJzOnpjMkTnELyXt3Sn/pE/58KIZvPr+ABK8XT3wS4wqz7l0G3Zac7RW899GnuCb8E8KGqHf7+nfbzHSZdN1WLZzato1L6jHodvQGbKnDpjM+LxabsZmqrg4UlSf49LQrsJ9446UyunSNmOoTA9tz6mILmTi9GJ/XQafehNtj5MTOo9Q3nOViVzOfmlKoOVeOvWEb5qx0RozI5Nzhgxw7cRht1ljUlnpabVGMmDaDJH0dyjFTyLCaMHmcOM2tXDizi3376snmMPZqLSMmzUZWdpijLR6U+z8lUHEk5DF73GC0ShlCoHT601d5c2sT03Qn+bShd4cUv0JD4chJFMQYOfbpDq7UnCJp2X/y0yfjaL60nXO1tXDqAJ3liu5dVaIZNHY0g9KCW9AGQGsv4z9+sZmMkgHo+u5tbWniUlMhf/ufjxLXVcfRw2UI4ZSpqYL9Z/ahr59KrMJD2YGdmDMn0mluQy6LJi9HQ3Vde8C8uBtIV+0Fyiw1aEyXevbo9sujKB45hoFJPiyGLgJRlq2DE6Xn6DA5MF67wDWlHFl9DOqodMZOGUv8zZuSdV/3zydeeweffrifIQsXUZIeg8fayM6Pd1HdZUat0iFRxTJwyHgmj8nlnj1pfg+X9/+F9dV5/Nu3532+k/1IuBuP8os/neXZH/2YwgRw1R7ld1u9/Oh784juR+cLs13NbHl9M8OfeQb/mf0crers2ZnHXH+OC8YBfPtvv8W4DPHZ+yI5uji98be0jfgBDw6P+yKGbqnbVLadvQ1FrF4u1rtO9v35n/mgZhA//9dnyYnuro0djXzwq19zI6aYomQV5i49/phRPPn4TKLMdWx49Q94Rz7Hk/OHoZV7aD/9MT/bauCbzz9Jeus+Nl1O5IlVk4m+g6YoS9Ml1h+/wcqlK4hNGYBq+wYO5gxgbr6w9bAPa4cBPMFa0tp+nd3bT9Pp6KCyopOc4QVo5cFd8vTVFXgKF/O9x2beUf4icIbKUrad62L58vu4+umbvG8czm++PUs8DY3H+dnLh3j+//wzJclBttdpZNPv/4Hdlqn8/v+uCdTngTO2Sl7+l99jzS5hQIIcY7sBTe5Unnl0CpL267zxyhtkzv0eD00pQCVzU3vwPX5xQs2Pnl+J+8InlDqH8eiCEaiCRev1IZK6LQQiQehtwfRXEvJ5cLg8SOUKJD4XXp8EiUyBSg4ulzvwtSWTK5DLZAg7Xvp9XtwuN17hpSyVoVQqkAr7snsFO+7gXuISCQqFCpnUj8/jweX2IFMqwevB6/Mj2JPJpPR9foz1FznfGceqpUU3BaA+rw+3PyitlEsCX+YtDSb0GjXxcik+vx+v8HktAZ8PZDJJYP/w8Aj68XrcuNzegK+BsipkQvQS2DbV65ci9bsDrZ0SiRSF4Lffh9ul58zuc8SPeh4tXnxyLWNnLEUhD97OQvmdbk/gZSSVyVEoBFzA53Xj9hDAwu3xBjFTKAJYCv553A6CDVAS5EolMokfqVSwmQlXz9NsH0hacIOi8MUJy/XjcTlxuty43S6cThfGG/uoiJnCyomFPRotp95nt3xoIAg1NtWhih1EXm4i0TFO/D4P7qY6pDHp5OSmB66xUh0LbhcOpwuP143LBUk5ufhclWikaeTmZmOtVmNJyyYrM5Go+ExmL1qJ23SDlPtWkdB4gNOtWSyans/Zj+p6/BASTmM9pdc6mffUSrRKF2U7NlOVV0zrjRgeXV6M8Dq3tV1n06njTBxRiErq4/Lut9hXHc3qF75BoloWsOf1umm7uIvtF2MYOGkaClUas9esoWBXE0ddDhwOPScPnWXIjEUMy9Hik8iR+Ozs3bGFqMISBqXd5BbamCGsfHY1GX2D0Iaj/OPrLQFhmVJHWmY6Vo+P1NRUCkcFbicUShVZj+Xhk8iQ4cXj1xKfoMInCe7mJQahHbY6qhSpZOf2Bnl+qZJY23V+/7sd1FxrRFZTTeOkuQwuzEQX70HdoaNFnUlubgJyZQwqKXjdTjx+GQp58Fm9uST9H1kNjTjVctJidPhtDWx57z3asxbw6NJiEqNVSDwWGlvdCHGD4LPX7cITaE6SIFMokEklSBDuORd+iQzhGggPo0QmR6UIPh8+jxu31xf4oFIq1RBo3bLg9LgD95NSqUQq8eMRbHv9AV2hHDKJUC43Hr+Qhw+v1xeoq5RyWaAucnZ20enz4nQ48Pik1FVWklQ49Qt9vPWPlHDGj6XmItUpo1kaq0I16yEGzxJw8eE3NfKX168xe+YjjMyMCtQbPq8Ht9sbKLdMrkQhlwqVQqCuEOpNoZVRrlQF8XM78frEe0eJVMDV1siNhnjGLP7yAlD8Vqov3SBn2uKeetdvvk5pmQGp+yJnaq3kDOttEhDqt1H3r2H1qFjsbRW88t+bKGsez8y8IpYsmsa/v7+L6yNzKVI1s3HXEabc/w+MzNRx9uQVdLmr0QYf1VvD3N9ZVQoT5w5m085dtD2xnJQ+G+PFZo7k0WdHYqo7zDvOVlZ+YwWpaqEiNvHpn15GPno42ruMQJrq61GljUGtuP0I2t5xmStVdryuI5xrXM19mb26ck0Mkx94nIWDdVhrTvMff9jNjcWTKckcyZL7hvDSvgNMK8kiyVbBRwcusuiR/0tBsoZdTdUkjpiLstdUf2hF+P0gcJe3QD/WIuweBIRugo6ODqqqqtBoNOTm5hIfH99zPmyidh+rf/gOJbPmk9C8nf0VNuJGLuJbU+N5b93H1Ld7GLrwGX76zGy0MgdlOzfz1l/WUWX2o8sczKPPfpcHRiRyZecb/Oz13Qg9CKroJB793r+ycEwylfve5b/++AlFS9dgOL+NS7UOhs1Zw4vPzCVZc3O7ysUTJ0katoxEncj30dll59B5IzckMrC5mTEuFX9LB++U2VHFw8flRlYUK1l3qBVvbBQaCYwuTGVcet8QN1j6jtrzHDhwnLoOG367gWr1MP7+myvJ0Pk4uu4XbKvLZHymiep2Ky3VEpb9+EVGJ5rZ+sqv2XzJzlDJR2xVLqSgcx8HDEP4m8fuw9dRzbmDhznYoEfjc9KlV7P0O88yOltD5e7X+cMhO5NHJNFYU0OtXsKa77zI2BwtxrrrHD+6i8tNDlqraxj+8E9YNTWdhhvlWHJHM8J7mUs1RlKL4z8TsIe9lj1MC+VbP+HT0rPoHWqMreXIiWXuvFFEJWSTn6QRwl9UlVE0JQovNxtlx07jHryKhORkOpsu0G73YrE7sMvNdHZqkGpSGFUYReWRLezYfZCLHVKa/2xj1oLRmKwOhC6izs5OrA4PdoudqLQUzFeOsnX3cSquNxHb+gYycxMdDi369hR07hQKevwNJlRxaQwtGU60yo7+2CdcOXEImTyd+4cPDwSh5novx2pNeOxt7PloM5XmApbNVnH6eh2DFy4lwV3L3gN7qdAX8eOfLSQzWoW15jivfHQYfVUlpri36DwOXnkxTy6YTsf+lzjgm8XDJZ1otMMozk76TLuzy95E6aFDxPcNQg3XcLiCbW1yVRSmG6fYUqYnIT74VmxsbeK+x/6OvNaNlMcuYYn2NK9ezeV7o4qJ1dRxpaIWa7dNs9WOy26hq7Mz0NqrSRvImIHpgSDk+y8WsOut7UTNnkWhVM+12na8EglmuwuH10RnpxS/34RXrsJ6/Ldsbp/AD76znJTemKEPyp89dDm8ZGQPIUoN9ScOc9ZeyN8vHkHP+10eRUaGP3APtl8/zuZth9D7lPgtbmLyhrLioQWkam1s/uU/cDFqFEkKC6aWWlzJ4/necw+T4G5l24frONvmJi4qmukLVxHfvIVtx6/RYm/hz2tt3L94Kcn2K2zZe4TmNjNdbgmzVzzDjGIdF9b9ijdvJDFigAx9YxNWYnn4mW+Sairjky1H6GoyseHtl1j8+DeJUQxi1rDszxbynnG8dJr8jBkxoCdgE0wLQWjp7nWUy6byL1MyEBqlXXYDhzetpbTejNTtRZ4zim88uoiElsO8+J8fMqRoDAoFzHn4CXQtZ/hk2xZMkjjcTjdJ2eNZ8fA0kpw+YsbNouBzqvEvVDxnF07dKIZmiDeNi6pDB3CNepofDbrG2iOlzCmeT3SYN7dCqUWt6KC9M9gdnjJkEUuH/AcbthxjftJlGhMW8vfjU5HhQB07kKlDs5Dedd9OsJTxGeMYP6EMr8cTaNiwe+XEi68MEQivg6bWGjo6HaSmabBW7GH3NSXzhlZwtnIw4wZ2N1WK8rdBHRIJRQXpdDes3oaGnSsHTxA961t8X32QTw6cZtyq8Wg+E4RLUWm0KGmmXRh1EwMDJz7IrMu/ZO2OU4ywHcdR/AhLSoT6xkpSylDS81Lu8J1wG+5+jUTC3Mpfo9J/iUU1mUy89tprXLhwAbVazdixY3nxxRdvI0cHV2obeHreY8iUuzl4YRvvuicy58GnqNj+35zat4cbK2eQ1bKXtzfuJW3OMyzPVXPh4GbWvbGNib96gAvGZL71wg9QyLvY9/qH7Nmzl3HFDwXz9kNTZRdzHnqKtG0vsffQTi7Mn8CcwsQQ36w0tevJmpgU7HYVwiSnl32n2ujISOCHQ2PB6qDZryQ9XcvOKg8LxqYzKklCS42eWquUhRPimZqqDrwAQgz3JtvKeP39rQye8yQvjMpE4a7iv/7xFQ5em8PDJRKunm8hvngYE5Y/zYPRDjb+x8+4cr2F8TkDGDl6BOXqBH743cUosbH+181kTVmC31zDxg8+QjdkHj9aNRK1186GX/yEk2XVjEjMoOxKHWkDpzN62hSWPeDird/8EoNFGEukDbSGjljwLRbGSTjw6j9yvlWP25dC1eU6CgYuIatTz7XGdrzF8YFWqN6CfF4qmpHLVxOXHsvp1jQWzMpFb3SCrYEdQvkXrGF6YRQWkzvQ4GqrPcnOs02MGgwuazPHDx4geeQM8sdODGTkt+nZe6KKjEGPUDLzQeRdVzHWDOaZ5xdzdcNLnHUUsGxMWqBSLJy4hNqTZ7lQnc+ycTN4NkXLr97LY833HsF5dgsnW7JZtnQIprpmfHGxdDX3VxYpyUVTSK/bzcdHB7ByyoCAYKxOg1ymJn/yAqbl5qJ0deJs3Mivf/0rEtwSihbN4Im5I0jSBWt63YBJ/OiFPDb+1y/ZSzrzHllCplpBgho6urNWqLOY/dAIUoTm1r5jHyQEW8yFtj2hK0D8hSSDrCSmP/gA80cHA6Atb/yk/xGnEgkSRz07tlxnzJLZpAwcz3zBts/NpcO70A9azuiB6WJOvVTQ6/5LLlnMjJ7AWOBD3tRHecSZSPRnXnK9JsKlkgaOY06h0ORoo7GhiaTsmb0BaKiCsZL1GzaRMfdveXJ8cuDe3/DrP7Lp9Eienx6L0KTvlKbyyFNriLZc4eVfvsbh6kVM6drBocokfvBPq0nxu7Hb7GhzVrKspY0NTUP4zpPzAuWyGpKYs+I5UjQezm//MxuOlTGjeFLAA69DybRla8hXdLH5lV+z72wt31s4mccf1HP63Ss89tyPAt3xZM0ItNaGun1v03Kyxi6g7yAcb/N5PjrZyuwn1qCQBZuo6kq3cqQljm98+2/IlDWx9hcvc6hqBsu04PLIyRg3h6Xjc/C2l/Hq2q0MeuyHzC2Kx6W/xnu/fYvdF4t5dGwBD865tyX4jDV1BnMfSu/pncHSzN6T7Yx7bDSDUxNI2vsJ5c33MSn7s10yrdVltEgLmZMd/CCTKjVMnLeM8//9EZ/WSVn69NOoAi2HGkpmPxjIOjj++zNe3DZDqtQxYtTkoLzDhcmtYZDu5mZBr8VKc2s7l5uaGZqWjyR5KI+siObK/i2cK4q5qyB0/OxHuv0PjmM2lW3nV7862+u3tRWXR/jA7/511nCwwsnY54YzVOtn238epGrOSIam9ImYfR6qLp/DljiO4SlBXXlUErMXP8CF325mf2IGa745ptuojrHzl/VeKzGvCL0jBCJB6B3BdfvCVquV8vJy3G6hG9ZNaWnpbSp7KBg0kqkzZpPjref0tQ4GjlvIgrlFxLYe4NTHjRhsZixHLtLU3kHtlnc4Hehq9uCXyqh3Ps38GWOoazfhJ4a8Qjnn2tuw2Fw9+Q97YBn3T0ikoquUvZcrsDj7Dtxvx9KiITG2dySXx+tCb/XQ1OrlWpqT3Dg16RI3Zy6bcek0FCXK8Lk8nLpmIntQKjNS1f0Hay4juzd+TOzUZ3lgbGag+wuvFI1CQUKMjs6yjVREj+bFlcvJEAYseSx0OSSo1Uo8VgNHjl+mcOY3AwGu/fIejurj+XZRGlWHX6c1dRLPzwq2HPmQIFNFERulo6PuAufbk1iz5j4Kk7RYW09QY4hlXIwOe1cHLXonjo4LnD1/hE230NB7AAAgAElEQVSnjMz7VhbSzoscvORh6bwcYipj8XQYAl10wogBYfyTpb2JusYOepENQqxJyaMoI7YH79CEMiqJ3BgJfl8GTyfGsfbgWcqlA7ALjRe+Ls4caaeoJKNHxdrRSM3xQ6i7P/n9bjvNtmA/tcd6g9MNcrwX9/L2eh+DHHbqr5zjcLsuEIT6/V5MzRbGCi1Blmo2vr+PEYu/TboKWmKTSPVGIZUqiEtUU1V7jRtNnUizhUrZgfHSAX5z9SpymQ9zRxdLFucwesQq6t//PXs1TzBG14nFBApNAoWFMTRdvUZ97UXWbzmIRTeCWctnkqqW0nijnCa5ksy8QSTppBiqrlPW0Er+tGRO7TvGjJFaPtxsYEisF2fnOf70Oz2L/u75wHjMvjGoUp3B2GnTwnTHS9l1LtgdHwSunX1r/8Tp7cGXUIvByRzxvdGDbDARlZjDmLmPYjP/hiZ5KhOnFKKUSbC2XODUsTQWThkSfMk4jFy6coX69itce7eeWSufYd604p5g2Nlxg9d3X2Dl4gdIiRba3tJJDbTK9S1FHwf6O/T7cXvc+Ptp6mmpPEWdpYgHxyYHx4ZG5zJ5cgqvXbyBefoYUGoYUJhPjFqOUp1OYbSGJoMNdXIuPutHfPJpFtNHFDMoPwWZr+8dLHx02mmuK6fOpufYgXIa5Dq6CAahCQWDyYpTIffpyE1P46qhn5lq/ZXtS+R77cJYyI/InfkM04emBobhgJmLx88jTZhFe1UFRpwoolxcutbEAyNBFxNDwYBsFFIP9VfLqFEV89Sg+MA9qI7PYfyIBDZcacAzNqPno/xLLEKIaT9tVRVcV8QyylrFpRqIjWnlzLkKRmaMRri7hSFGRz74LdWf2OlyDubpHz9FQWzvgGS/w4HB70Hi1wSHhoRYv9dJW0czDTES5oV+IALtzfUMmjqW+vJS9IPzSUwtYpxCweVTNSycln9P3IgeOocX/mZGr63aA/zg9WPdx17qys/SEptKvPEaVwxKopSVnLtcQ3FyYeCauq1Gdr7zG87Ibbh043nuu4tJVIpft378VgdGiQ+dRIa8+8OmN7NI6osgEAlCvwh6t9AVWknk3WMUBbHY2PBBSTgTUqk08HILjEOSSJBKhXFlAhW+MA2YzX4S/CDXxjFu7hIGJQnjGiVIpNHEGCrY8MZLVCdPZ3J+LEZbn5mcEpAKY0qh2144DwResKVHPKtWa1g0MZVjlwz8+34zT01LY7LWS1m7i6L8ZLQSsHvsXO2SMG64vP8AVOjEaLrCoQoJjz2dGXhJCF/jXdfLqY3K5v5MH2U7L5Na/CjpMcGxqvaGcqodA1g1LB2XsZRqSwzLcoQuHBuXTl0gOm8OOZom3jxTy6AVq4hRBCsPv62aGx0S7stJo+XCZmRZRaR1D+pvO38Cf3oRmSlOtr78HoboHDIzk0jOSCYx3s3IoiTaTq7FnVpETlo0XVVihSQi4sdp6aSpoQGHyOqmMaq0foJQO+f2byNh+BySTGfZsK8c3BqaOmJR+CBaG0P+7NlIDzdyvduWXKUhITGFqO5R736nmfZW4bF1UXv8OuqiQoZ7CpkwPpXSPZVoY+JJTonrHjPoRmryBtJel5Ts+Q8xZXBwsk/6oBIMxy/TbLSR7DHT2twEqYMYXZKFxHKZ+KEz+NayBwPd8ftf/XXAG7lSy8SRw3nnYgUjxsnRaVSYG8+zbf8VlBoL5ef1jLv/EaLkErydrTQa/YH7sv7yIfIe+EfmFcg4f6WatNRYNPljmB3r5tr5deiyFxHtakGVVswk1V727rhKwcph9G3rsZkqWP/aa2EnJpltg0KuQjKzHllyey2hgpZEyugp87n+/l7OF6QxQtPGpx/uJG/maoZkRiMRblC3jebmZoyWBBY/8zCZxnO8/VoV7u4XrsdupKK2gw/0ZoZPnMmUsbn99wKEeNpvUionLi6O5ss12BkVCDhukhVaXoXx3D2NTkL9IMHv9gRnVYsttYHyBVtn9SYrUZNm8N01Ts6eO85vf3eQ5asfZ9a43o+eQB72Jja9/QbGtLEMyylg1rKp1OwOdvEGzAXGnQaaowPXV7D7lfj5XFSePES5ppgXZxejkQbHzQq++QNjXM20NDQEXNUNnc3sglj8NAbrTjFwEq61XN7bzRuodyWB8fS986P/OqX1eV1cvnCF1LhEWhobAn7G5A6h6upZ9PcNI0sh1OUKpj78fVYPcbH2lT+y61A5AxaNRS2MS3ZaOLDtUzTDFjNLfpLtO45Q8vTcOxpH+Xklbau4jGroEOL8Pppra4nPyiVGGGvb8zNRd7WdwTMfZ4J+Ex9su8xTKwZTe+YIjtR8BiXeiwljBOdOqMQhDIAy+E4U3PDaO7lwvpnc5Ewau69/2oACyi6W4ZxUEAhCFbp45j/xQ+ZmdPDnl99kX+kwvjGzKFAKl6mFbZ/upmD2oxQ17WHz/nMUrwr2TPUUM5K4awQiQehdQ3drxeTkZJ599ll2796NVqtl6dKlt1a4o7M68oZloT5QjrCqSl7xUHTedso74pC3XqDscitZIwoZmu+hbIefO38bxqNJctBpsUKSLjAb2OCGjLQYlugUtOxuxuj0YcRGlU3Omsxgl0ZXjZnWKC0FUcHKwGs30tLpJSk1KTBZQyyiy2kLTNYRwzpH+w02H6hm6gMrybBc561aA7ljUwItPLb2a3y69RRjlj9JcZySG8dK8aYOJitZh1d/ncNXOxj/RAkabz0Wiw+ZMDELP25rG0c2biVh3uOMyXLw3tstFM5ejlbojnI3c+JEE3n3PURC42mOtcfywjMryPI38ekbe5EV3c9AVQsbj9WRO2VpYExfg8GCNCYmMDkjWA4ZiXnDmJM3TCxWeOpzoW+p5OCBo1y3JpP99Cq4sZuNtRrmLV2KVqomPsnL/oMfo9PFk5kmpUGYAdL908QmkzdsBIlClC+8TG3ttNjbhRkiOFKzGau1cexSEzHpgxk1Q0OBzYW5+RJnb1gZN3EcI0fK0MVKIDaHgqp1/Pzn64KWfW5a69pQpaUQp+6ela7LIqNoCP0OeZNISS+Zx7cKPTjrj6KUK4lOK2b+0nz83mqc7bXMXrCYZDFg7u6iPmE/g7DQk8NSTWtrAqOGpHEFFelZZnau8zPubwqRndkLPg1DFt3Pqd/s4vKkAQxUdWKVxpASHx1olVLp8pi99AFSe7q+u0FqOU31htBAKHxLqDoqkfh+ZkJok4tYPKOOX/7ml6yVWBj1wLM8OD4r8OgE2jKjM5kzZxa+hu3IJHIyBo9mmjIJSUIGUUpwGWswHbjEvHnzyUxJwG1sQu/WkpQYS7DlvNvX2yVSJYPHTiX9/PvsOT+ZOUOT0Qj3rteOvtNLQnYxUd51XLxqZUaRDpytXDxvYvDUYbecie4yW0gfMYflJdMYuF1YWuo6k0ZlBD50vZ7gpB2JqYHLeli6ejET0p2cWL8bm10Yo/s5P5kMqc+HV5iReMvP0L52fNi7DJi9GlIS7j4oMbdW8Mn+Smater7POFwdAwcXUtWazuR500hQSrEZjBCbiLyxIsQZGSm5+cRv2cv5JjsTMjR4LW1cqupi7OxBd1aNehy0tnURnZp615N/PPYmztdYmPzY00zKiwkEoa7OOrr++CrHr7exckiI66pkFixbzOuvbOF4SR4z82NpOLGF3YYsnntoDAP88ZS+8ie2nB7BsklpX7hF19xynZMnj+PJnYmwnoLNcI2dOw5Q4S6ictpoBgvvDfw46yo4YypmTXEcqd6VDPr4A3Zuv0TlOSPzn3oE3R1MLAop7R0lLfoays0KHly5lKJUYXS1H3vLABr/+wNONs1nVsiQVEXMAFYsmc5Lr2+kbPQPGREnoWLvx5xWDOcH00cQY/By+rW17Bo2lNlDo+/oLr8jp79GwpEg9Eu62MKM7BkzZgT+7n0WUjLG3M+yOa1s/OQdfrrrbSSSWKY980NmjBrIgJx4Dr/7c64XTGFIghTuuLcslrSUKBqaOvAO0CFzWNlyxopaWHfG7iBnSDJTkzV4u2z48XGmykx0gY7yZheZKbGkRAkBk4PrO//CTtsoHn8oCVVvDxFRQnfMkE/56M11DIwXZqX7SBg7h1mDU2g4upcOSSpJZ9byQX0ajrYWFMMWs3SUMKBeqD+8dDZdZ3fpVWboKmlw5vNInhpUmYwbksaBTz7AUpGAxOvAn3gfa2YV4q3dy1VbEqsGZQVaOKy1l7nYpWHVyCw8+jI8HZXs+WQDWq+F0+dbmP6DgTjrrnLBoGTl6GykOGhqbyd9UEp3994dXFGvjdrLVYx88md8I0MTXD4mP5PCYM9m0JCtnkarHKEYfX9Ca2td9Q2MYmDn6KLLKgOZjqElw7B0nA+o+CwtnC0LvlDrLpVyo0WLPFZLqlaNXGkkKSebtLGr+KnQNy/8XAa2vr6DlCULGZcVF/SruzXIVAuWuots2uBBJfdQX2+me9QXUrmSuCglV5ub6HRloVDpiIvSYem4eYZ9dy43EZk8huHzpqG9coErwv2xexeG4rkUp8h6Wn5V0YUMy99LxfVG9Ff/wEH5Yn7y5LzAuEiZTENiSgopfYNQVywyaeg6geFbQgdNfgihvbT1pPkmv7pqTrG39CqmTifDRxYj06hQtVewbW8nkyZOICWqz8BOiRS1ToWr7TJnr5iZff8kkhO7UOt0JCYlEqNTcvbj3/Fha/fEpD7qN2Xe74EEReownlq9hHU7P+SD0/HohNkochUJ6SVMnzyUFXMmsPPjP9I0IAefxYQtdgwrxiQjDSxQFd6wvb2So2euYvb5sTTC+JnFgSW2cgsGIy09w8c7NEyYXMK0bC07Nr5HXZoEQ40er+zzg1Bp2mCGqA+wY9MHsOxhipP7jLcL7xL4HJTt+JALuin8zeLh/Undmu/Sc2jDWi52eIk5vZ+Oi90fbfIoho6bTP60eSS/vJEP3qojKVaLRh7F2IUL+oy3lRA1YCRLZzWx891XqRqQhsPWiTt9Gg8Pvv2eLMFRtzBT/dVjPP533yX/rq4/tF86SKd8IHnpQt7BYR3K6ERKCuLZeuYqS4bcPJ0wJrOY2ZNO8Ob6j4mak8/+j44y8dGfMShNi5wiVs0dxz9vWEd+3rOMTru7YF9YQcRw4yK7nC4Gj5rPmGFpWOrL2frBJ2Su/D6zO47z/l+28swTy8nU2jiyr5Ss++aTKQef1AVGOxdOncCSu4LsJGVwKNatr+wXPlt/4TCy+CJS4sQxohI0iZmMypFTerqKqQtCXk4SCcmF47h/zGnefOcTnhiv4eM9lcx+/qekxyiRxY5h1ZQz/PL9Dxnwo9UUxoe0vn5hT7+eBiQ+n88vdOUK4xbbO/Roo0PW5uuDibiMSSg7HE84H45/u7w70Q/1JTR9J3mF6olpr9eD3+0iKam38g1nU5APxw/HE233pT2yzi5u1LcjtH6lJUbjNutp1pvRJqSTHKvCqm+mtdNOUmY+cRopbqeJlvo2HIGXsorE9DTiNWBobUVvcaCJTSLKb6LDpSIrLQm/rZOWNiPRGXkk6eTYhS7TDjsJGRkkaEMeRKDm5EZ2VUTzyGOziVH60Xe6MXb37GcnqQOzUb1uL21mN3Y/pMYocNg8+JRyktVSDNWlvL2ngkcfeYy0mN6XkVhWR2cTDR3BQeXKqGQy02KROrvY+uavqEhextMTY+m0g7AUUWpGck9LqsvcQV1rJ2gTyIr202qCrPR4ZFIpLpuBpiZDYHFspTaG1JRkVHIJHpuBZoOHlPQUlFI/HnsnLe1OUnPTUHqs1FQ34RGGT6hjUPhdxKSkofaaaWlzkDIgHZnhLH945TxLvvskedHBoRJ9r2G4Y7GsIhVketJeOxcPbmHn8Ws4PQ5caRP48dOLiFJIOLnxt5yxZOBuv0x9Qye6+MTAOMWAvtdFh9FKWn4RD635Jmne82x+r4ZZT81C5TBweu8eqmOHs2hELKVbD6MeN5cJuVE0Xz7MjoOXeocO+L10dXShiItFq5D1+kUCC1ZMpOxMGaNHTQws0VS+ZyuZS/6O4Z4T/OrdvYGieqUqpi1/ivuKEgOBuaXjDP/9t29hz01F1d2SK5bVbGpnxlP/xv3FwTHG1dt/zqHk51ie7cKujEGDi4pD73M1eTlrJqbj6DJgl2pRONuxSOJIS4xB1nqa//Pva9GkJaDqG4Q6DLTax/CTX60m1evgzNZdWPLGMDy6mc2bdlLvkPHAN35EofwqG17dTK3TwrBlP2JZRi2/+PMOMgaPY+KwPKKFcbJJcShw0dbUgkFfz7FjJ2gyqJlw/0LGZvr55IN95D+4gmkDEvB57bQ1dCCN0uE1VvHBsWrWLF8aGBNq1TdgdOtISY7ruXbiPSLiItLQ+yKUF+T7cJoNtLZ1BhfQl0eRlZWMWi7D63FhaKmjSxgPIlWRlJZKjEZYjsyHsbkJjzaZxBgVUomXzsZm7FEppMdKaKmsw+IHmTyWzAHJwRY+j4PmlhZsXjmpaenIHR00tJsDy5jFxcVgtfnIyErEqW/B6IsmPTkaqbCwvqEDg1dDdkpMYFZ6V1s9HWY3iZn5xGuE1QKCQzJEKmIQWmaPtZ0N768jc8YjTCvsrW9DZW6lH7DpddDS2IJFWGQ85P7wS+QkpKQTHyXHYeyg1WDGiyzwjKfEaMBpoq7dTFJqJtruasrrddLeUI/FDX6ZkpS0DGLUwSFRof73lxbGYjeWfsLaK1F8/4m5gVbHUJ9C9UL5YlqkdkMjBnc0qakxyHrK5MPRpafdJiMjRYe+uRVZQgaJWnmg3D5HJ/VtJrQaNXabjYSMPAJDlIVMnSaqWrqIT04jvruwYl7CaTEt0lA/xXTNqU/Zf1XCnMVzAquYNF7Yx6uHG5k7fS4Tx+aj8tg4vOFVSiUjuD+liQ3lUh5fNQ937Wn2HDhGbMlDzCiJp7OlkpOHyiiYv4ThWUlER2l7lvLrL/9wfAHr0HtQ9FMoa227meTUTLzGeqyyBJITtIGesqCMD5uhFYNbR3qSgvYmPeqkdOK6p8t7rB3U6R1EC63mLi/J6dlo5MF7Wejhq26zBZaAi1KFvy/C+xrU7/HxFom/pv7t5hVOTihCOH44nlhcu92O0+kMDDcSeJEgVESmD/0fCUJDfLjVRQwRCyTDyYbjCcLh+GF5dj3b//IhtuFzWTq+oGdh7LCyPRVkt2c+H5Wnj9IeO4jxRak3dVmI+iIN9cnacYWXfvEuE577Aff1eRl1W+7xP5y+KCPSUJm+vNBzoWlRTqAC39XVxL61b9M56WkeHZHWk3+oXH9p0a5IRZvCR9+tftXn9tKiKWF8UXJweEEIvqG2BBsOSz1lJ/UkxtWzq8zB5NlzKcnpHhPqsnD2yC7O1UpZ8MgyMsWGgDCZ97UriIg8kYZR62E5zPWUndIzePoIosUxud1+V53Zgj1zDkO7F1ntKN/G9egZTMrVYtVXsW/rTtr8scxcupq82N6KWsw3QE21bDnYxtQl44kNwSPggLGSzUe6mPHAaGL6ngsph+jsTXa7r0U43k3yjiY2r9tBU3QeK+dNJSlaGcTH1s7uPXu43thJxrCpzJ9cgiZkMpFoV7QlUJEn0v54ofzP0xfPh9oM1Q/li2mRirqh8iJPlBFpqEwoT5TvS0UZkYaeF3lum5Hz5WXkDZ0S+DgOJyPKhjsXyhPSobJiWqR9ZcMdh8qKaZGGk+/L8/s9NF8qo02Rwcii4CTC/vRD+WJapKF2w/GE86F8MS3SUP3+0qGyYlqk/emI/GAPgp1ZK+8jdOVUu7GNa40NuJrr0ZbMJ8VwlK1XfcyfPYP0kAYJobfs/LYNlHmyWTR7Com6YMdsf/mH44fjif71peFkw/H66onH4WTD8QT5cPxwPNF2XxpONhyvr554HE42HE+QD8e/Xd6d6Iu+RYLQzwkARKC+9kGo34/DWEe9WUd+bu9STXdyc4pYhlJRX6TCOTHdeu5jXtrr5PnnV5ARFX6kiCgr0lD90Hz644t6Iu1PTuQLrahV1QayhgxEJ0z8CBPk9M1XPBZlRSra/Lwg9G70Q/O4lb54ri+9V/qhdsS0SMU8+x4LfJEn0v54oXzRXigvVF8835cnHov0y9QPzaOvP6HnxLRI+8qKx1+mr6G2xfxEf0QaKhPKE+X7UlFGpKHnw/FCzwtpUUakoefD8UJ1QtP9yYbaE9OhsmJapKLMrWg42XA8wUYoX0yLNDSPcLw70Q+1FZoOtSumRRoq1186nGw4nqAfjn+7vDvRvxe+hrPxdfc1XPnv5rr0DULDv+nDXYEI72uHgCYhl0EJf71ip45axr+O+uvldzs5KXSJFA0LXUP1drQiMhEEIghEEIggEEEggsDnIRC6lsLnyUbORxCIIBBBIIJABIEIAhEEIghEELgnCESC0HsCY8RIBIEIAhEEIghEEIggEEEggsCdIBAJQu8ErYhsBIEIAhEEIghEEIggEEEggsA9QSAShN4TGCNGIghEEIggEEEggkAEgQgCEQTuBIFIEHonaEVkIwhEEIggEEEggkAEgQgCEQTuCQKRIPSewBgxEkEggkAEgQgCEQQiCEQQiCBwJwhEgtA7QSsiG0EggkAEgQgCEQQiCEQQiCBwTxCIBKH3BMaIkQgCEQQiCEQQuC0E3EaObNxMhd55W+K3K+S0NHNk905aW6+y7t2NNJlvVzMiF0EggsD/FAKRxer/p5APl2/1Llb86F0mr/4u310+HpUsnNC947XVVOCMyiUzUYuwkaTX7WL9jjqcBWk8MVgX4PWXm73LQYNPSmH8zXvO9yd/O3yv3cVHhxqQDUxnWbKXNw63ED8oi4cK1Z9V9/vpMtkxoSQzWti/N4yIy0j51VbS83PZt78FW2Eyq4uigntlf1Yc8GHscmITbMbKcBjqaHDEkZ8Zy5d1KUwt19DLs8lL0uC11PP+71/CO/MFvjEpM6yHd8X0C3uJX+Sj3/6FxKf+ieWDo+7KzJ0puSn96Le8UxrN//eTp8iJVfWq+21cO11BF3CldBvGxClMLEgkOXsg2urNvHdjKM+vGYW2W8PQeA1fXAGGU29yWLWQNYM9NHpTyDHu499Pp/N3q0eHXFMPFds3c1VdwvKZ+XRUVVHd0UXoDSKRysgbMpoENTjNbVTeqMXiDrPHuTqGgvx84rV3Xk12NVRwrdl6i11ilKQVDCI7QSxld2E9nWz/8w4SFt7PhJz4XswAj72L6hvXMNq7fXXbOHOyFFX+KEoyYgKywq4mqoRMirMTaK29RkunE2GHLnVyLsXJcqqqKukS9f0SYlOyyUmL4uyud/AVrGDqEDWHXvodhskvMFtzgt9cjOOfVhaw7efryXzhO4yMDfpRU3m9xw/RSWPNCUqvmQKHGcMX8fADIzn75vf56EYiOncHydO/zXcWF9F6sZRjl/YT68tmwLLRdO/WKJq5a+rzWKmtrCRzyEQmTTWzY89+Vi+ejloR8vT6nJzctBlDzgQWjMsN5OVz2WgxmklMTEYll4LfR0dDA05dMhnxwb1u7Z1tGOxq0jNurgts7ZVU1Bjwh3h9884yMhKzC8iKkVBXdRWjvVvQ4+L8qWP4s0YyKie46WXg2sWnMyg7GX39VZo7XQFhdVIuRSkKaqpu0OUQM5IQnZTFgMx4zu14DVfeSqYO1XDi9ZdoHv4M9yeU8eszav7pkcFs//n7pH73BUYL185houZGrx+ir6a6Uk5cMQg7eZMy+H5WPzgGnXDPGS7x8h8PMf+H32KQFixNZXy44yTj5j/CsMxo0Rl8XgvXz15GuPqizZ6TYkKdzMiSAYEtoFsvH+DjE108/Mgi4jVy/B4Hhze/R0faTJZPzu/W8GBsqKW62YC15RKbrnh4dMYIUCcxJN3Le+8dZvqTqxgcH3yGXKZWGq0y0v2N/GZPDS8+OJO2Tgtp0XI+3rqH4umLGJUVK3iIzdBEZWUT9j474Ml06ZQMyQr4eHnPuxztHMTqhUNprr6M3tq9pbDPQ/mpIzhShzNmQHzg+RIcVsamMigvC40i0rYnXvLboXdeu96O1YjMXSMgPMB/lZ/+KmvXH2LKmtVkdGcokUooGZpCbIr6lgEoLifHL7RQn5hG4c3vyS/kut1jo8khZ068DL9cxpghyWSlhwQvIdYFmI6ebsGWncLyaKG67PNz6Tm2eRt1ccUk5HgZPCyJ6ERNoHLpI9lz6LG72Xu6hahBGYEg1Nl+kU17ZDzz3AISFT1i9y7hbGPvujfxz/4peUmANIoRs5eTOCT53uURsOTHeP0y5xs6eSz9rxGAgv7yLvaekzA618bO89V8877ikDJ5sBiNGAGrzYlN2YXRKEMX18KZI+dosrXz1kvHAi+zrBEzKVZc4fIlA0LI4DTf4OPDRoaMnU7t9RvkDZyIcIeEf2p8uKwWOo1G/CFfKVKZApc36E5n3Tn27L9C/uBilLLebVn9XjcXrh7GrXuGSXnBAC+kAJ+brDz6Fza1D+e+wjgkEgdX95xCPnYyBXEK/F4H106dJ2X+k6wapmTbzt1UNZsCLzO/10nDtQZUXc2cjlJ1v9A1DJ4+nykD1FhMRoyW7iDU48Bmt+MxC/gFCyTUH1pVAm6rgT37dqJIGkKU9Trlsi6+N1nHB5/sYvTI8YHAzGqs4/SZNh555n6GjpnIJ+8fw9vWyd6KWhz6N6mRtVFrUPBSWyx11ZXoPtpM1OK5pDqr2LF3F9kDx6BV9r5wo0tW8NOVwdrE63TiAxRRCdz/5HdIKXuDuvwsZP52TuwpZ+KqH0PpPo5czWbO0OQ7+8hzGzmxczdnatpu+rjwuEzcuFZLjcVDnCYYeH68JZZFy0fTdOg99pSbwO+lraYW58Vqqk5FQeZIpuuq2dEUx9Mr7w8EoT63gwMf/4EKcwaJwl7nEgmWtnpaLBoG5Ae3MJbKk1n0+MP4z2/iL2UpLCgR9oh3U1t6FnPKIIblxgvRGA2XTuMeuIDHZ9Jdx7oAACAASURBVA7AajZiFFtnvW6sdjv+wLUL3r3CtdMo4gKB4v792/HGDSXOUc1Ffwcv3JfM+i2fMnTYJHQqGQ5zA6eON7Lq+QcYMm4aWz84xqF2M/vLqrA2vEODykBdh4yX9Cepr65Es2Ej2kXzyfLVsWvvdtLyxxOlkvYEjLriJfzkwczAPSheO/DSXn0NS0Y+A7q/lTRJuUzLvcjazWfI+fYMxDDU52lkz3s7SZ43Hlf1Ka50JjBxdBaVJy8iLyymUGth2yUFhSWZmEv3sG7LAZpsOt79czO5w6YwY0wKV8rP03jdTNM5RcCPopkrGK6w0mU0YjFZcTk8GI1G0GppdFylqq4c6zsW9smlKNRRTJ4xhZoTezCWTAo8n9fO7aHCU8D8IiVer5ekqN4PPo/bgclopK2jkktVJoaNGoVWATK3lrOllSTnjet5xv0+D1bhuTP1BqHCtXNaTAjuiNswq2XR+MJXRD22IonPIhAJQj+LyVeG47J00NCix+0FiVRNZl5ud6uBD5uhlaYOE15VDKlaL60GD8lZ6SToVDi7mqlt6cKPBIUqgawBySEtRcLnrZkTO3eSMGUZozJikHQHvg6bj4QULWlRcqwmB2apDLnLi9HrRy6XkROvROJwc7nBwr5WL9MG+uiwe0lQS28KWv1uMzVVTQjf8XKVlvTM7MADLrwYm4xuNDIrRruWgvw0Qm/AjioLlgQtmToFNqeTzJQoklUSPA43tRYPXj8kRimJwku9qYszBgkjsv10Of0kaHqbQoUWkXO7PqFBN4qVc4bjsrnxJ8nIipZj6nJgl0rxur1YvKBQyBkQK8dpc3G5uYvTnbDA78HoUKDLyifWsBOjeT6JCb0v28/cIB4Hzc3NmGxCiRWk5OQEv+69HtrbmlFGRWFsbg/goU7MIjdJh9PUxtWzBzh2I4pFCwx02pTI7Q6SC4eSGhVsXba019BkdAWuY3RiJulJQuu0cO3b0Hs0aLxd6E0OVFFxpKemoBLAFFqDqhtx+PzIlfFk56WgwIfFbCUxy8WhQ9cYt2TQTbh/pjxfgCG8SJsv7uXDrRXMfO55xqSZ+PTVDWxRqZk7NifY0iSJoav1GHuvSfB2teNoK8Ne5yT2Rj62tnQefvEJCqyl/PGDVhYMyUDWISFf46Gl3IhV5mPi4IHE+9rZU6Gn2vYyP9/hoLVZwn33T+X/sfce4HEdV57vrzO6GznnDAIkCIBgzjmJQYEiaVHJtjyWLOc03tnx2/WO53mCw8zOOEi2ZQUrixJFUSLFnEGQIBKRc86hgQ7oHPa7t9FgAwQVPLLf7Bv09wFV99Q5Ff5Vt+6pU2mot4a2umYmFGX0tOSwfOVKklK0Ux8KoWgejwSXyYBL6/2EGgY6KJ8wIpPeVkIFa9iAzc+C9mkxkStJyl/D9nXCh92Aoq4f1ZrNrE5Q43GaUA71Idid0ESxYfs2TM8/S/DaJ1iW5OHi6xcI27KJvHAPpcf/iHvVV1mZFYpSASnpOWj0ZlEx8jjM9HV0EBCbSEqSYOEBj1RBZGw8Ss8YBMexcv1mwkcU9NRPFiAilc1btxGokjPWU8KH74/gdtlAlsb+r87HwyiWijbGl+1jXUAZI/UhPHJvKmeG3iNu+xaSwwOw9YNcG0pScoqoyEzGDBhpbGz0PsqURMTEiYMD13gbNztS2LHdwLnX3kK97VFWZ0ZjDV7B2+fep1q1m7zMmE+uiMqDKdi4maC6NiZ8iauCiQuVc/HMO8zf9DkyI7yDV6lMJVr0UpfeyyMFHnDbKD9xkrHEJayfF0j1+Xc51RfD/Q9tI2xScTV0XqVHsppHH85neHBEbDvDzVKkg6EsXpaBChlhccnEBUAfEJG9gu3bswELZbpxhrPWsH1JomhRrXIPUOYAhTqI5LT5qPVm74DJaWOwswVPbAIpKd67kT0SBRGx8QTITBAUy7K1m4g3aumpmly2EJbChs1bCdcqMA5V8P4bXXjcNlwkc/9T2XgYw1HXweCC+9kcWsdIlYpH7p/HueEjRO3YTnqkGvsQyDUhJCYnExIgm1JCYUKsO0Gh8kjkRMQkEKF2UF8/SEbmUk7+5idUC6NG4ed2YLY08m8/KUIiCyB/0wG2Fwag1tporLyJ224DayvHT3UQGaxC1lbHuNRDYFABMlzo2m6Rsuub/FW2lvG+Cq5caqNb2o5y07f5Tn4kHo+Nhg/+QNWglZWJI5wtuoLKaUavc3GjaBBbdCYtg+2krbmf+1cncvntoygXriI+SI1s4XLM4z2YdEO4Fy4mPzQaXcc5qstraev4Jyzj47gCCvneTx5lzfYMbp34LZ3pi8nKTEYu1xAbHcL5D6/iiVyE940CeUAgyekLCBgzeQezbie67mYsMd66E5VQqYKw6DjUfoOySbTmnI9BwF8H+BjWueBPg4Db7aazs5Py8nICAwPJz88nPt5nc/wEMdknKDnxPL85fA2zAySycPZ/9Yfs25KBva+GI888x4maLhwhySyOsVPeqOTx//nX3JPi5sQrv+DVC524kRCV9AA//uXnifNL0jrcwaU+LYfui0VQrbyDNzulZf00hkfwxfwgrt/o4ZhdwaZoLRaLhRtjHr6/I5lYs40LreNMqNToR60MBshFJdQXvXmwkYvnLjLgDidIBZ3VV0jZ8R3uW5lI5/X3+Ld3m1i1bTlKVRIp05RQG7VDTtISAwiUujl+rQ9Legx7YuFi5RhjQQFoXA5UmiDWxcL1ciNDGiVmm50Ri5Zw76yZmA1TVwWX2zUc/OJCFC47l8oHaAuO5slFLs4V9XHVI2NVvFqczr81Luef7o3HabJztdaIM1jNkNHOaJAKrUqJTObE6RJsOrMroW6XkRvvvEOVVUGYRsZwQw3utF184dHVKCa6eeknP8G6cDMLI5VMDNRQ5sjmB08+jFbXwcnTl5HELGC4oQVdWDgtR5+hO/UhHt+URkv5Nc5XtRAREo7T1E3FQAxPPbmP9GA7N9/7A6+1adhYmIHb2E5FvYcvf/dpsoMmuFpSyfDQGE5DJxeqnfzVD79NfpCNhvZe5m/dS1dREf1b55F02yjgq7rPwLXTXXqeI6frWHLwMZJNtVyri2XLo3s5+9px3p7YwiNbvBZRu9NFYEQyCuk4pqB4ImwtGIKz+dyjE9wsqsXtqCVu3edIDnRQVNRIb28n1S1NNPS2IDGsJTHQSqkpiZ/88AlC9RX87JURNt23gxD7Gk6/8CsG5j3AoUUaSm5cp8rgwTHcRNFwIJtyE/B4ZMSlq4iM8SqhAcHhRCSloJhhCbX2D//pmDhsNF09xiudQUgkNjrbmpAde4O2IMESaqOrtpsMQW+RytEGxbFm3VJeKbvFkqxVaFQBaDUqOmuv0qddy5YkJRqVQhxgDHe3UtMxjFtQFlw2egeHUErrkY95K9SjCCQ3IJwg3xd0Zgn6a3nz9VdRyWVYDIOYJfNx9LfyzhvvkbHncXbmRZG7fjuWxBii5AVs16oIDQ1j0bb1BEcGopSDoBLZxwepq6ki4G5Tj4ogFqjC8AjWtJY6HFlZ9BafpTdqI18ojBZzpY3JYv8GKyfOfciIfjPrlyRPHyzPzLvvWSJDHTjBpRffQ7F2EcFuA+WDLp7YvxuVJhCVOhCt1EDR1Rbmbyqgt/gqFS0DImZ4nPQ2NmHtMzFcMUpJcTcLd4Rx48RhqoJy2LYlgeMnziLJ/ybhoxf46dFR1i9OxDykQ6+309MpYbShjcgNB8lK8s5Y9JWe5JXxm6IltL+uEXO3npH6YNESOtTWjLowDzwORnraqGkfQrRZu530DAzhcTWgNnpnJzxyLTmqMEKEWZHZfoP1vPPma6iVMmwTQxjIwDXUxVsvHyZ116PsKIhj/pqtJEXHEqWWsUMlJzQ0Qqw77WTdCcNku36I+tpqNIrbllAhOWEAKSqhcg05ynDUzkEq6sdYsTqVvIwHCB2QsaZwnjhYE/iNPZVca5exYUUE7WcvolyQTZovHmMvV1pdpGWnTNWpx2OkpKJXVO7UgSGEhgbiMWmRG2o4Vqpk/fplaENDkXtsBKqVBGkC8Ljs2BQhZESq6XG5SIxRUzcySva+z2GtraV7UMa4J5QtGQmYh6pobOyis7aY7rY+nunVs3nLQnTF5WTf/00eXx3D1feOYsvaQIxQAGs/NVXjhGaMU1Pay62OMR489NCdyHucjPa2UdMygEuYUfG46O4fwmZtoGoi0DvAlWvIWhRCRIjfh+jOmOYosyAwp4TOAspnQdLpdPz617+mvb0duVxOTk4OP/7xjz951C4r9pjF/ODv9xMmHebo757n2qWTrFryFN2nXuNE7SA7nv47tmXDuV89S7kYs4ehlhIuXuki/96vsKsgnqiYJGb2aeO6PhShoYTLfZYeD44RM9eMHnbka5HYDZTrZazPC2dbeiDKwTHqyo1MOEAaEkCyBCJygnkwKxCZ8E5OWlLtxkGOvvQ6ihX7OLQ2H8GwUC5p4UhtPdsWBlFV10bEkk3s2bGFYJW/9dSDfXCCMpuEfXEanDY9bVY5m8MVVFb0UEUw31gYQbDUjcHuIVDhIEQhYVViOAdzNFOWXBEC5yAX3y0ib8/XidHKMI+aKdd52LlYhX1gnHK7VOys1yTKMPWN01BqwgGEhMsIlUlZlR7KAxkaUeW0jZuRSBIIDrzLa+Iycv2t5yhxLePQ/mVEaxXoyuX805sVDFlWEthUQntQDo9s3MrK+TEwlETzLz5kyAwLIhKJCU5g4e772ZUXj8vWyrFmCSu2JdFXeZx3iszce/AQuQnBOCba6fq7Z2kZ2Eqcc5SKNis79h5kc146iokGOlrfx2J3gDKQnIVLWR4cwET3dRoaz2B3yLHoq+ka0rLjwZXYyp9jcNRCkubjO0urSYd+wjH1cbp745UREOChrugk53qCefKpJ4mMCqTu2BGKjXkszVvNrkceovz8W7z01ijb71nMsm2PoC27wh+bzKSnxrIybw0ZufMJdg1S9P4/8kxvHH/9/4QilcmIT9DQOp7O9tUSQsZiEVYwqxSDqPpgQJhX7+/BnpQsftzMYw2U3ehkYuBVXtbfy8FtO8l1ypH3nqO1Lpo9O3JwyQNEC55BN4IjMIOtO8OwuSY/wH5rxLLzAoiUmxjRQWhYCHfTt2bFRSYnLmcp6xZHI5FMoOoYQ7l0DYuiVXhcZm4a9KKSYp0Yx2C0Io0pYM8aC5axUQxmE5KxcdKT89g4L5AAi4UBO4RqJYQlz2d1Uo5XWXBM4JqYQJO7nBWp3nUxoiIhxztw6q/h+V+1o7LrsM7b481mWBKr16xDo5RhGKyltAwUkZns3JHHu3X1hDQKfYsdteKSyC/Ed+VdwULsxnL+Cts/9yiFGtAm5bL3vv1T096zYgBcL5aiCYlgpKqJ0Kfu5YC7m1d/f409X16NYqSNs1UdrNtxD3JV0Ke2zgdHZbL2/gMkOHoxHr+ATK5AKwtBZ5xgaLCC8l4Hi2UBJMzLRxOXJSx3xKLXEadx8OHFYgI3P82P9nkVYiH/crmSjuIS9Nbba9BDExawal0BQzdNWK3ZrF2XRJvd6rViTxY6LGMR69alCotFqDNZ0KUsZe2CGLF+m6QGOgX11OEkJDGb1YnCyEOYsbAisejxZCxjXZa3h55Wd4P1vPzMvxDgHMOcvt0rE5LAitVrCVHLmdA1cP2KFVlYCvfsWszRhjrCWt/heLUZteK8VzECLh/1ilrOXmbT/kdYHgbahPnsvvdBIrXyae+2mL4wuBHeAY+DquMnqBh2sAKQuSa4drGOnLxMopUycJtpKCqiXraCrahIyFuMIklQ1CdwCvKjbspHnWTMm4e3p5GjDQ0hKjqc3iYw6oYYGDChHxnHro7nvn0raDj/DmWhD7EiIxCX0402IABNynK+sF3L5dNvYpIlkjp/Iysz08iJD6R9rIKfP/8WOSv2izNkCkk0khu3SF29m/G4fpaGObGYhuiXhZHZPYDZEcqw3UhKiFbYAEFrySlYsZ9HN2Vg6avCfrqGmNAguryQTf132B0Exc9jVVyWF1eXA6VtHHPiUtblRE1hjUyK0+lCNvVdnYpizvMRCNzl6/oREnNBnwgBq9VKd3c3gkXUbrfT3Nz8ieSmmNQhLIgOo7Kphi5hIlfuxjChx2gepbmqFUfiWravyCY5JID1WzI51ix0daANjiAoVEvFe89SeS6VBx86yO7oNYT77R+ymsYJlEUgl00qoW4Pdb1G9LIAcsI99FQYGA1R84XUIAIVLpr1NhwyBXFB4Bwd55pJwedCVaICOpVfoL/6BF2Bi/mrFV4FVAizTLgID41gYqSeW/1B7P/GqqlpoClZl4vKThNujZrMUA+t142Mh6lJCVZSp5LQ1zvBhWYFq1JCiNK4Ge2aoEgPT672Kou3l+G4GGusoE6+kK9ka5F5PLT1jzGk1JCpcFHeaUIeomV9mhKVy0W9zoRHq0FY8WfsMFLhVvCVaG+cQt5Ga24ymFTI5N6Eqex6PW70rWUcbwng6e+vJUbsaV1YLRbkQbGEyoc5e66cwu1fZXlOtDjVaOzvxiCLQKuGsa5Sqk3BfDUuQvgi0X3xOL3RS8iItHH6cBl5275LTrzXUudxWHAqNIRpNfTUf0C3dgGfX5hOqFpOf00VRkUMYYFK2quuUt09gcRjpbvqCgOyAhIjXLQcPYspeRmJkfHUhtrQTwi7IyaVULednsZKqpr6cfqtmxTKKGw2GNVZpn2oZoAw+aghOzeOce0ivv1EHkGK20sjvAxS1CERrLnvyyRWX6Hq6kWMwzo8ySt4ZN0gJzu6qFNYsFrMGBvP06lZxIaFgzz/j7/jgcdWYHSms3u9lWuVNjZu3kaGpYTxuD0kT/yC4uoB8tt7ycxYgswxRsW5KmLXFqKKzCM7cJDa0zcocq/jiflCgWzUnnmT64olfH1HGvU3rnCtopwBk7A0JBqZa4yqslHSV2YRKFg7WptwhSazaOFyNm1bOe0dmh2H21SJTEZMQiopKcJHykBbYBCq+CRSJqfj24M16HAx1FrJ5ZutWCeVX0N/PddLW5B19bMlT7DaTq5DC57HpnwZ16/WY56kjXVWcqvbSdKgiZGY25tbJEFp7NyQCXELeeKxBwkfucJr9SCsg1NqIklKTvZOx8sGqS4bQRoQQOaSe/nrJdBQGcCj65eQE6PFruugbETJqnnxuJ0OasuuIg1SCksFxZ9F30XVmWrGbxd7ype6ZAv5CcJabQnBWavYYn2Bxn4F8+Pt6EZMYhRyp41x/TjywAii7jbQm4rxTo9xtJ2LHx4jxKWnbdDKJrmCGIWSgeFuyspbyNt8CK1CgSwiBo+5mksVjTRdPsHVFjM5a7eQJevn1q1+UAUxv3AFKWESLNb5rPUMchFQRc9nnvoW54/3YBxop9cwwAlDBONtfSQlrZ3KUGRcCikpwoplCyOhIUii40lJ8U7H6+sD6XGAvq+eC5dq8O1LMvRUUdbhILHbgKFJ6AMmLZGBKWzfuABi5vPYwf3EG0t4tcqG02lFoY4Q6y5Mo8Co1lFJFxKVivTCXXy3EFqqgnh4dSEL4rQ4xrspH5KxMjsBj9tNQ+lFnMG3lWurYKk8dwudr3350pdISCrYQGFgB9c61CxbJKx1lRAYm0a+7CylXRZ2ZQbiMOq4NShh3b5MZMgJjolhqOkKp062EZUWiVQiITceWqqrEazP/c068g4+Qu48Nf3ChsTrpzE3KbAah3Go8omPjid+xUJ+e+wDUp9+AMOoDafZQO2Naqr6Jli65T56zt6gre0WOokLw/UmLncPk7dgHgOlJ3jNrScvO4b59+xDX3UJXcYCNiyJo2NwjPXL83j73ZsMDgdhGpAQFapB33GLCx1xFGbVc+JYLcbeRuxp9xEReOeMl2moiQvnK5mYxGqit5ob7XaS0sYxtXrLKlagJpHt96wnKfTjB/hTjWfO86kHn3OQfUIEBOtncHAwIyPeNUXJycmfUNLLNtZdxov/8gzSdY9xz6IYxm+p8PX2oq7gsGMXFkl63Dick18FJERmruLpv02g6L1nOXK1kxNHD5O0sJCNadPnX4WPm/AndDDC+sjGfjsZiWEEWGzcHLaTHh2CsKzKY3VSPWAhITqGEDy0ddiQhQWQFDZzp46O8ouNBK14Stx1LJRCWKze0GQl91A6Yw2vQ9w84iZ3MvqD4bA4qRm2Mz8zCpVZWFflJCtNQ7ASlhTGEx00zs+rh+mzSng8V0P78ATyIO2dU8pOCzWVHaQu3YbwSXZ7PDR1OshOD0dic1Ez7CBXsCwJap/LQ1O3g/wcjThVVjtiITBES8rkSnuPW0fVzU4Kdj3iU9f8swwuO021t3BFLyBxSp8bp7qmg6wVh1D0NlE3omH3wkTxJfO4DVSVNJGxYh/JQW4qy8sIT9tEZKgKj7WPkvJOMlY9iLqvhBpdFF9Ii0IqLJQQdurWl2EPW0xKnJrSd2tIy3kMdYAcPBM0lDcQOe9eZB2nePlMH2u3rCEmwI6jqw7T/KXEuvo4WT/KvF15BMuFOp9eDGGZgTYshuS0gGmbdwSukPgMkiM0txWhmaJ+zz5lydum/AL8vVI5KQWbiEvt49yxo5QUvU/paB82lZPOlh5unjuD3mYlLmMBA3IjMk0gWoWU0otvcrGnm1F3MBk1DZwhmke+s52FKwt4+43T6CJU7NwaDvo2OoPzWBzWSWdAGEuXJPDiMx2s+3w6Sl0XyALILZzPBy/X07+rkOX3PEBMhJsXXr7B4KAbqXsCs83IyMAAJo8bvSuE7bsOsHNhrP/mev8S3cVvZnzASGnJs3SfkSKRuBhp60U2OsyFACnCRofRXj3Lsu8hOX8jj+ZvxON24dC3cuwNNbJliYTmppCZv4XlKYHIZbc/jOnZq3G5HAzXnufwiIuvfWM+ZXUW7tu/Hq3HxMWjHxC+fClRGvOMvHmwWc1Y6q/xLz9tFadU7RYT2oR1Ip9nvJNXD1ezYd9Crr37DG8P2nCZhmg1yDkfHy4OptPXHOJAfAiGJhNKqQbrWCvlZe0s3bOZkNv6DYNlhynpWDaphArRqwiNDmVgVA9xHjwzxygzcvrJHiVogsNJSEkjwjlKm7EbiUxOeCS8d/QlolY9zl9lR+AaH+DM2eOU1zVjscSSvuYh/vagV2H3pVN26R2c0blkRUeTmTGPnv4rCON+ddJ85oU3Eb32ANQdpdhawKEdWdhHRrDKhSl0K3qdjZayF/jJDWGU70bf24etrJ6yk95OwTA0QtKWPCLTl/Nw5gqx7ofqLnF4yM5Xv1lAefU49x3cLNbd1fc/QLNkGbFBTl/WplyHzYy5oYR//0U3wgZ+p92EKmKlGO4xdPPmO7dYsSePhvef5UifFY95lJZxKecSwsW2lbTiIR5aHspEez0K1NiNnZSXNLPo3m1T6+mFd3f41lFudhRQuDKN+w7GUHLhvDcPyjAWL43mhZvNbMooxDzajkMaQmKo/0ZHNxbjGAMDTlEJncq8x824yTm57MtLXbbrUfbkBorrkk++PyIudwpLX8bmpBKK201EEEZImJqICRV9fTW015cyNO5CK3XSUFuFrm8IIuJJiQlmQhhcBYfgGq7l1fffpr9/hJDYJP61WEXW2j3cuzSRMPl1iovOY45bSXSQjJ7GYRYsW0aSup+x1hNcHo/l2+vSUYkr96dyLnrCkpdw6EtLcLucjDQVcfhdM09/azk1VSPs2beJUJmF68c/QJq/jMQ5BXQ6eJ/gac4S+glA+lNYoqOj+e53v8uVK1dQq9Vs3br1U0Vj1vXSMawnZkKPrlNHzbBR2PMiqAakzY9DcbyIt47msCbRzPEjVYCwuN2DcWyA/u4BYgt3st14hqvCt1c6vdfXhkShdw3jdAtrHWVMmIw0TsjYnaBErzNRqffw8KpA0XpnMNtoGIPtS4Q1aWZKh+0kJYQQNVMHxY3b4cZpFhbKC3ufhrn6zit4NhxiQ7abN4/0kLXxPkJVtz+oPkDGDUY6bAoei5ejG5qg3irhSwkquoYtpEQGkJUbzv5+M60SDy6nh4Y+B/PnR92x091tM9M1CgkrJzdpmMa4aVFwX7gKvX6MDruSL8Z7M24zjFHlUHIoXInLYKdkyMHiBaGT65dcDFYUcUu7mm9kS+ivrWQkJJ28RL9d0uLSIDdOo1XstpTYqbp4kipFPk+ujqXt3EmGxyUEi1NeVqpOHOOaK5Mv7sxE6eiitMpK+kO5omI41tZExVAIjy+NR9ZdgcXlwOZwitN5Q81FvHV5hINfeowYRzXFbWq27c0iQAqOoUZutLlY9pVkmj94F1Xhk2xckkLL1de41qBn795kxpqu0myN56mF0UgYwDqiJiLY78MhlRMWm0JozKTFzVcpk5YRv8fPzKsIjuOex77KlrFOGidCyEsMZbz3Oq8+c53UTYsIlHvba0bhOhKDpQSNVfI7cyz/69uPENBVzGtVUuK0EJCzniz9l2mN+wLJoRpQ5vHobgf1JztF7FoqiugISeRQuBqnuAtIgjotjw2RFzlV3MfBHCulNT1oUxewZEkacns/9tEeCtcuJ8ztoK68hOZbJeSl7CExWCZOobY3d6NOTCI2yE/rmomMZZDWgSAe/fb/ZLmIq4EL//t1VAc+P7Ux6eKrr0yb0u28+SEfljq559Et1L9+ntDcJdhaT3GyLZtNW/PFzTVCMubBJi5fv8jZw3Ws+d4PWFkYT472LP/wd/8NbUAcu7/wTRbEyvDYzGAcpPz6VbSmJgyebLrbWkhY/zhP3LtUPAnAtzFJ6DeGu+voUkKUw0y3Kp2vf2cvsq5z4hFNPzywkr6rz/FSj0nc8W7UGQmQx6KQG9CExZCTm0ek3xg3ZPAMXb4ux+1goKUa+6CJqKVqTF3N2HOWIrRAYRnMHT+bgZq6QVIWZRI0wzI/nTeZx3/yVYZbmmjqk7A0Mxm93gT6fkZGVRzcsRSNp5nf2ijQEgAAIABJREFU/+IUG//66+x4wMiFV57nwq1Sxtqn113fsMO7RnB6AkAgaVkR/OG3vyNGraPgc/eiRIoyMlrMP7YBGlps3P+VH7ItXdgIZaHsjSMMZ21gp29j0smXxY1JQtTCcU7XSi5y6o0qln/9u6wuTCE/+BJ//+MfoFbGs/Oxr1KQoBRnIDANUVlSRKe1Fb09jd62JmJWP8wXH1iNWs7UxiQh3pHeRjolDna7rPQoU3jqW/ehGbgsHtH0w4fWMnLjBX7d5K27iTEjCkk8KqUTdWiUWHcxWm9lCUpoj+4yHUIXLW708h+xyohdvI6gC6foGMvD2dxA2JKdRGh9S7qEnCiISc9lwaJkZP5153bQcrPh4y1eCi3LD/wAj1PHmTNSVGo1CTlb+X7BOjp7egiNSiZMa+LMT5+je/N9ZAR5N1YFx6ayIDMVuSGcyss3yHnypxxYBOcOf4AkJpqA4FCW5QTwv1+/xMEffQMhy9kr7hFru/NmMTX9Aex/9AEStXLcTheJyZmEahX4DwUsI+3cKLvE8VcrWPTlb7J2UQaFIUX8w0//Fpkkhh2PfIUlyWpcuLEOd1HX2ElgxhIW/IVOIxEL83/pvzkl9M9UcVKplAULFoh/f0oSEQkLyc2J4dyp19AtXMfC6GD6J3cnLtv9BHXtz3H+2B+oSytk/fw4moq8OyiHm4t58V/folecOkhk/9e/REH89OmBkPB4pKNtDDqcBKlkjPSYsQWriQ+Q0dM3gV2tJm3y1CPdoIFxtZZEhdBUXATJoahznJOBcranqrmt34awdPcqbj33PD9riBI3EGVlbePA5hw83ZdpNoVwf078rB1RX48ZeVggUXIJLaNmZFoNyRoX12pGOVIn2ANdZMVE8EC6Fq3MjVopoah1lBAF7PGdHSLkzuXCJnehFXZPAEPtNhwhAaSEK+kts6AKDyRycvfiQLsNWXgA8UIkNgehCgnFrUOEBoSxItzMlepmVq1+BPloB0eOX2HxId/ZdZO1KVWQvXQVUSXv8/OfNaDAQcrCLXxuby5azDQ095O4IJgjP/8Zco0dacRi9j+whjAhb041wRoTJUdfJz5wP2HtjTjicknXgip5BauSrvLKL39GlEZJeEwmaw88Qm4kDF8rxhw2n4wkwVwrTHE1oAtIJzcxhJ5gCQ2nXuBnlVqClWYmwhaQGSqltaQZZfoir9W4v4Ve9zx2RPitzfhTGudnJGPpKuG9zgWiEipEKZFIkclkyISFxn5bwSIy1nC/YogLLz/LsDuQrQ88hAY77VdOMhSxkmBjBw3DEyxLuK1cC1OQ9W2NFC79Ekq5FOOEHrdLWHsXQv6GAsovVWPImkds9lKECUfRkusSzpv15UFG3or10/JhMwzw4blTrH/w8x+hhLror66gJWwBB7yzrGIcd/7TECScP2of4dLR96l0xHDvg5tJ0rgQNrJLVUGsXbWRqpvXee65Bnbs2Y2y4zQvlwyzZnEWq1d6xHNUbUMNnLxm5+BDe6m62YTObEOjCsMhdAcSibimNjS5kB2BHopPWFnxaK5oSZuWH4+Twd5hEqPzxXWT08JmeRgYHiAgoQCF1Hsm6Cws00hCXxizYDPZGR4uP9fN4n0HxMHebEqoqa+GN8+38oOCDDH/0yLyPdh1XHn/fa63GklKn0dCrAYZVmqOv8qQM5T7dyXz3hvvEbkhgpG4hUQLY1JRo4hh26FNrM8Wt6X4YuPDF344NU0+RZz0WI16TN1DKNJdfPjyL7m1dBdPbcsVrZ66jgYqJQl8I8ZfEZsZgwqtWkVP2Qe8fK2flYWZrF7rEY8Vs4+0cPyykYMP3Ut1aTNjZhvqgGCcEybhOBTxXQhOzGdnkJTrHxhY/HCB9wQM/ySEmZK+IWLDsxBw/rjf4FAv8qQtqKTe5Vsfxz8tXJPK3gOb0Lq7OV2nYMlfxd5xooFEOvn++CuhEjfS2x8KMcpLb/6S+iA5drMBVbT3SCVfWk6DjpZRC0snTzxx20xcu36Z/HUHCBO/S952LfQVwnsrk07uL1BFs/ngY/R0neJXZ2uIXPwY92dHYx1rp+jWCEuWZFNefIOC2BWEKMzUfnico0WNrHnsSZYkeA0MUrmKZSu3iFmpR6g7NQNVH/LHy50sLchi7UbhzBmw69o5eXmM+x/cS315s/jeBQSE4babKC6+hJ5gTC0fELb/Ieb0UF/Nzu5K3G63R9gR53A4GB4ZRRPkZ+2ZISN21P6Ny9d5z6AJYp+Udza+TyM/I4tTj7PFOxttSmCGx+Vy4nHYiYy8va3nbvKz0WejzUhi6nGK1+1C2DUslclF5U6YonO5PQiHa0tx4/JIxKOSLCYdVpda/Ii5LGOcfunHvFwTybf/27dYnRaCy+kSp6KFD6pcIcTlM0tM1gsTVL75AtWRezm4NRW5yy3upBfPafZ4xHSEGUBBzu0WnkEulSCZtES6JN4wYbQrRO3Lv7B5wemYnHaRCHn1pi2UQ5j+lsnlSIQDh3yL3yfzJSiPHqHTnYxLKKdwvrRgqBUWuQs/wZorpCcoF8JZbAJd6HyEfPnSd5qGeOuVwyRt/RzrMiNx+col7HoW/MJHWfjASyVimHB2pGglnoxTsOBK3WZqTx6jTJrPwe2plB95leG4Tdy/Lsubvt8aKmGqXFiILkz7i3mUK8T4xjqL+fdnL3Lf154mN1ojhgubJoRpVW9eweV0inUrYuKZrFuZMHUrwe1yiHgJvDKZAqlMItaFx+XE4fYeKyXg6Ha5ptqE22lH3MQvlk9Q3L1lE/ESjuqS2Ck//G/cTPo8T66Jm3aklpB3H4ZiQSb/+Wg+1z9spt/H43OF8Opjv+G4MY9vPLQW7aRiKdDd/WX84/MnxaUGTqFNC3U4WQdC3QgYCD+PJ4DcVWuIko9QerkET+oWDqxScrq4mzitiVvtoXzpa3tR9Zbw/DsXmL/zK2zODaWvrJgeZSorF8aCrZs//uYteq1qNj/+eVanhOJ2u3Dre3jn6Pu09AlH5vvKL6ybdCNTyKbhE5myjAcObEfafY1T10fYtX8PYcK0ul9b8Pk9zgkqz5UgXbCIgqSwSR4zlUcuoFi9EnPZKc5VtOOIyuHxfdsYqzxHd2gBOwtTUchleBxjnPQ7rF7Iq77rFsc+aGTLlx8kWmjzEjNXXn6F0jEbsog09u3eQVKESnzva8+/xAelSvZ/dT8ZwSoRS9d4I6+8+C5Ju77GluwQJoY7aOkdY7y7krrRVB4+uIgPX3qO6I2Psy7OyrGybu5ZuxJPx1n++bqHNZJyKvqkrNr/DTYmdvOHZxvY85X7kfWd51f/8A6kJCDsVfH9LCOtJO37CU+ti+P6W3/HeMH32J6ppPbSYd7vieZvHtsm9m8T/XUcvljK7r0Pe9eEepy0Fh3jujGFQzsXe9v8JMY+fMU0hD7KJZxa4e1TZDI3/ZXnOdkfwePbCpFKXNRceJNj19vZ8PD3WJuuEY+lu/DKc5xuHCMocPrZw0O6ETY8+t/ZN7lrf7jmQ84PhOLuKMaRuJMHNmcRIPEuZWm6+ALv3RxBrshmw/oYXOo0VuUnTPaxNpouXkUfl0PQ8A0+uFSPNTiBvffvY2GcWnxXFVIb1954hesDE0jDU7hvzy5SI1WiBa7x8qscvQ73P/kgOeFqsd93jTfz2kvvEL31SXbkRmAZ7aKpe1Q8NL6iN45HH1vD2Rd/SdCaL7A5xcmJ0jY2rlqFovcS/1zkYJ20nJvdHpbv/xZbk/t44dkadnxlH5qRq/z7j17DlZKAanLmQcDYqusgbs//4GubU8Cm5713jxOUkUDD6aviub7eOvbOSMnkwjsgIyEhFrN5hDFh/Tjeb4LvHfa1CV8/FJ+5jILIMexpu1iWHIBppInKMjNLt+VTe/J5zteOiZvgEhfv5KENmRSffpdrdf243C6E3lvoH4R+T1hzLfQSvnYRoElm455Cms+dpMUUxMY99yJtOkqfMoHh0naStt/HlrwIbrz7K4qti/nC9mTOX6pj0327idUG3DamuOzcunCYD2504AmKZee9+1mcpMXpBrnEzs0jr3G1U48kPJG9e/aSHhUgLndoKXqTd67a2fXodvpKTuIISsDQN8yW/Y8zqd9O5dWHyUe5vnL588xG8w/398/GOxtNkJmN/klpn0belz/htB2bzUZoqHdZzJwS6kNmhvv/iRLql4fZGoEvuOn6YY5e6CMkPACHvpvrla2krH+Mb39+h3g0h8B3N/kpurGXP/z+DdL3PM76rMjp0yefRN6XmY/g9WOZ8vrS97kfldcpIT+PT87nTpN3WSg/9gqVgat5YlvurBj45Hyuv7zNMMjVEycwhM5nw+aVhEhNNFU3EjWvQNxJ6s/rl6U7vI1nnhEHBd98ah/RGv+z+O5eL3dE4ofrbHmdye/P4wvz0YSD1zvLj/PGJTNPfONhoqd/g0V2H69PVnB9NJ/rHzbT7+PxuUL4SFsVnY5I8rLiUPpZQvx5fPH4aD5XoIt+Uz9ny1pJWbCErGjvnK9zoo+Sij7mFS6aqhd9dx1NhkDyc5JQ+Sm8U/HMHIjNGAj50vW5vnz5yxuHOunTq0nPjELxCeU/Kj7/MJ9fOMi+q74LVUqyaG310aflx2GmubaCMW0WK7Ju7+72z6uPX5C3jXXTqIOCTO+69NH2Cm7U9+ORKEmev4ScBDm1lfXEZhcQE6ScGgTYxzqpHFGyPCtuqi1g6OamLohlqaGYx7tp77CSnpuF2m95jrG7km55lrhBpr+5BHvkIpKCPLQ11qOKu31LlN00SmvfMKmp87znKwoHybe1Y9ZGkxIbPE3JmBUHv0GAr7wzMfDJicdZNXUhiU0gYca69M766zgj88mImjzmyi/eKXk/mn9as/l9Mv5hUzSnlZa6coZV6azKjr2Nq6+9z2hX1rEemkZdLExPFhWw8a5qrtV0g0RBQvZiFiQHUFdRTVRWIXEh3roT0nLoe6gclrE8y+9YQEMPpTotS1PDsBr7aG0xkJqbjVbpG/R5MPVV00WqeCoHLhttbZ0ERCcT77/o169gU+X6GJoQ/El5Z+P7WHmXnY6GMhqsMexcMjlr5bLQXnsLfXA2i1InB4TWMW5WtJKyZJnYD94tLb/iTHk9Thsd9eX0yVNYM9+L653yLkYFC3ldJ2EL17I4+bZR707eqajv8MzGOxvtDsFJwmy8s9EE9tnon5T2aeR9eZ1TQv0+Rj5QZnP/MyuhA/VnefF3xxmczPii3V9i3+p5BGqUUxac2RqRwO5Pt5jGcMsDUaumW0tn8vnj4y/vo89G84XNdH28PlcI9/fP5J/57OP1udPlPTisE1jdCoI0vttmbluB/XlnkxcskMLNHMqgIAIEq9QsH57ZaNPzaObi6y9gyN7H7kWxomXUX8bfP13uzicfr8/1z/9Mbn8eX5iPJlgh7FYTFpeS0LusZfTx+mT905otzJ/vbrw+OZ/rk5n5/OeSv1t6vvR97t3S/yzk/dOYGZ9/mM/vc2fy+p4F18fjc2cL89F8PD73zy3vS9fn+tL1uT66fz78aTP9Pjmf6x8+G21mvD4en+svfze/P6/P73PvJuNPn413Npog40/3+X3ux8X5aeT94/L3+6fl8/tcf767+WfjnY0myM9G/6S0TyP/WeR1tjj+q+d1tvL/KfUyUwmdWxM6W2v7T06Lnb+Vv/nX2xud7tY4Pq4Y6sDbZwt+HO//HeES8fo2P6PMp8q2cJ1jcNj0nbOfKgKRWcPGQ18TfUK9/Kf4SSSoNMHiOrT/FPmZy8QcAnMIzCEwh8AcAsLysTkU5hCYQ2AOgTkE5hCYQ2AOgTkE5hD4SyMwp4T+pRGfS28OgTkE5hCYQ2AOgTkE5hCYQ2DOEjrXBuYQmENgDoE5BOYQmENgDoE5BP7yCMxZQv/ymM+lOIfAHAJzCMwhMIfAHAJzCPyXR2BOCf0v3wTmAJhDYA6BOQTmEJhDYA6BOQT+8gjMKaF/ecznUpxDYA6BOQTmEJhDYA6BOQT+yyMwp4T+l28CcwDMITCHwBwCcwjMITCHwBwCf3kE5pTQvzzmn3mKws0jXV39GCyz3cb8mSf3Z4zQjdWgo3/E+GdIw4PNqGNo3Pynx+0wMzw2gXtaDMIB+UbGDRN8kmNB3U4b4/pxnMLdo3f5OU2DHHn1Fcq6xmfncFnRDRu812EL12JbjegME+J91lb9MEbb9BzOHomX6rSaGB83T5bJjWV8iHGLcIHp5M9tQzekw+ZH8gV5XTcW/Sgjest08h1PbkyjA3T1DmKyOak7f5h3zteJ15DewfrnJDgtDOuM3C6OG6t+HLNwH+rdfi4HujE9dt+9qDP5XBZ0w8ap+hCChatqDeOj2Jx3r+eZ0cw9/0cR8GA36xk3Wf0iEt57PRP22zUuBHpcFkaHTX7twE9kzjuHwBwCfzEEZD/60Y/+l3hftduN2WxBoZrlTj+/7My8E1YImo12N/psvLPRPo28X/ameWeLdzbaNKHJB+EedNwuNBrvVW4+nrvJz0afjeaLZ6Y7G+9stJlywnPHhWf4zt9/QFBuAfPjQqZYfPITAw1cqxkkLjEa4YpnH32KcZIm3KzT3KFHL5MRpvLeY+7P4/PfTd4X/nGuT15wrUMNFDebiYsLReY0U/T2M7xRr2RzYcpdo/GX9zH5aL5nn+ujW8a6OP67X3DRnMaabO9Vh74wgdff75OdSbeNtvHWWx9g08YTFxUkYinwDNae4WSFjgXzUpD5hnX2MW5euMD1yirq6uqob+lDFhyJ2tzJkTMXSUrPRasUmN2Mtldz6fxVqurrqa+vp7G1he6qm1yu6mFitMcrL4R1mUlJj0NpbuTFX5WTuiGHQEDXcI43yoZYPj+emnd/TY1qGfOiFDgteiquHKe4vE6MV4hb/Bt2EuoapsOkQDpQygfnx8helIjSOc65515hMLmA9BClCINjsIzfHq4kuzCXwFmutrAae3j/+ZfoUCSTmxwuyvhjKbGPUnTqHDerK2ioa6a1z0hYjIayE+cIX7KBjGjN1C1fPjmf64+/P82fPthYzKlLJVMYiVj7ylnfhUsbTlSI+nb9TvTy5qtHMQYnkxSpxTLSwnvvvI88MY+YIO81BzPTwtTLS4cvET0vkzCVFwQfj+gaa3j+mToy12ch9BYCzWke58R7L6FMWDJ1tagIzuS/afIfQZsqq3WA0pJBwpLCEXIgyI+13eDEhRtinXYNG4mISSRAfrst23UdXL52A3lkJsGq2/Se6gucvVo+hdmgO4S06NvXCwpx6/tqOXf6ClV1dfTpHURHx6DCRE3xVfqlMcQGe9uHwKtrvcmN1gmiYyJw6bu5Vt9NfHSkeFvYVP7v8o75cJiEYFZH4HE7LNSXXGWAUIJdw1y7dJbSW7fb9YAJYqIjGCw/xulGHSodaBPDkOOiv+RDjt+ykDk/AW+uAX0lf/hdE/PWZaKeStXJYGMlVX1ukmKm4+Ffjin2j/DMVq4pmn2MW8XtaJKjxAskRLq+iw+vVqAMSyAkQOZtrx4X/c1lXLh4nRqhD6mvp9ekJikhbKrvEfqPodZyLlwoprqujiGbkviocOTOMUqvFGPUxE9rf91VV6gblhATGYLMPEjRtXZCU4W69f58efS5H1HEqaDZeG/T7HRVFmPQJBPk7uP0sTPcmno/O5BHJRChnexrDP1cu3yBmxU1YlkJTyfKv9PxuOiqKeJGt5P0uLCpd1riGOPGufPcqKz29m+t/ShCoggPVE31LWCn4+YFzl+vFHn0AfEkhQUw3lvD9ZohYmKiUExe9+sQ81GKMj6VIIUEXVsNtQNuoiMD77jeWgDhdlmnIBE9s9FnownMlvFemlr7CQ4Npq/+BhevlFA7iVPPiIPI+Fj6ys/SatASFRU4Wf8ejAMtXL1QR0hGEhq/q5EHas9x+kqFF4/6ekZdWhKiQpD63RhpHajnvVOXxX6gd9RFVHwMcvs4ldeLMaqjiZysF3DQX1NM+YCchNhgBHxu1bYRHB6FUu794M1WrtloQlmdTicul4uAgAARp1k+KyJ97t//TxBwW8a4crII8/z1fh3X7IWz2wycqjKwdrUGgmbn+UypbgMVJ96nOvZ+1ggRS1XkbTtEljLqM01GiMxjM9Ix3I9tHqL1w6crfuKEPG5c6nh2bszlSv11NP0m3rncjlopw2oYZMQsp7PmCrjtaLLu4emDBSRmziPY5vReVydXESJ3YRwzYbPaMBr0KF1yJIoA1CGRpGbLkMiFIQJMDDZTbbKSt6OQrPgQ5ILi43LhVoai8L+F1NLLu388QmV7C70mKT+pu4qhtxVL1c+pDExh35N7SchIp7X0NTwrv0SB4zrPV4Xx6LJYRpvOUqFQsy3Si4DDNsRbv/wFV1vshJr+lStWNbuf/hIhDY30ddXy3M+bRIVZEpLMgc89RFaUEqdNx7mXfs+5+mHCx16h+aJcLKvH7cBidbH64e+wZ76GlOx5WG+coD9hN49vzsLaeo5/bugmyvwMJaIi7sHmkFC48zH2rEji09x41V93ixZ9MrtWpU2/z93jpurMSSrC01kQL+fm6fc5X9mBEzf6gR7K2rq4EqbGZdXTP2ahvufnvK+UotVkk5o4QG2TfqppeBxmOvvG6elrRCOXTl0/KI9dxpOPrEFqmMDusGDUm7C2X+al4xV4XA4G+rsobf5nglSB5G29l13LMpnss6fi/mQeD+ONl7k4sJACoRbs41w/8R7FvRq2bM0XlSiHvpsLN0rYs3YpSrkEPFYar57i9TeLWOxI44kd81BNtp2uiguUjS/gwNZFqI0dvPnuczjl32ZrTgjC1bW9N49y+EYneSv3kh7iwa5roawphI1ZCirPH8e2NZ9FidqprI82XeN0Ywq5+Vk4uqppaFGwIj93Kvw/7nEzdOsC5+vl3JcbgHWgig6dhdRwNY39OrISEuntuIV5YbaYlAQl7fVn6Avey4acWOKXbCLy9d9zoiiCB1anT3+HpmVOSmCklr6X3uRG2LdYnvTn+Dx6mOit4WSLnW+vXeBNXairK8d47fUqNtqiefSeBQQIdeVx01dfxPn6UJ7ctwKpVMfpF1/D5HmEPctTkblsNF34I+81OFm1ahNRWg/WgVLKuyJZFTPKtVMnSIxYSna0T8WEzvKzXJVvIT8nCUd/Peda7CzbmDcNhc/ywTPRw8XTbaz91lo8ph7OnLnBukceITtKyJOCCI3wtrvRd97guVdKyVy7gtzcIFGxG6w4TNWiA+THeZUVp22Yky8+y7mRfOb99vukBXj7S+wjXDt7Bu3Gx1ifrmGgoZg//raXr//Nw8So5LhMw5w98RbXxuI5tEFolx56e8q4pVxOcHclJy96WJg/H43YF4FT38u5D04SsHQDcWoPrTVXaInaS+FnCcyMuIaaKqnqiSIty057xSWKRzL54j0LRS6VJpwAKbQUH6cxNoLc+bFiH+lxOam+9DbPHa5hT3w2Dy+JnlK6+yrPUtq9mAMP5KMY6+Dku7/BqvqfbJunxe220XbjFB9eaGHePbtIDvBg1Q1RU9NMQbKCG2dPEheWS3a07x130ldxjrOOnSwrSMA00ExNxQTpCz+bdvPneMtmwDv3+IkQsI5zq7oGg1tLXkEhISonwy0N1HbriFsgdCRqRrrrqGnsR5h0V8eks2xBGqqP+arpOqtotgVzYGGaaEHxTg666B80U29w45bLWBkfgHHcwq1mA7VIiB+ykh4qYWzIgkUmw2B0EhIWSE7k5Es/s0BuO70tdTR2jYgKXlRmIYvSvNqNrquebnsgWkMH7aNWZIo4lm9ciFboOE6d4/2yHuLWtNPYHk5K2ARdgzbmLZi0Pht7OXujXvzoBwTGkr80j2A5WHVdVHVOkBThprGxD7cmhNz8xcQECc3ZQU9NKfX9JmGMyoKVW0kIAv1INxNh6ZivXKZtay6Z0w3cM0t057PdQPHbL9AaVsDurXswl/yByMUP8vR9Cxi9dZxz7cE8tHc9zoFKzgyEoZapCUjNIF4imVRaLDScPcOHJaU09xoxjpvxGLpojdzCvx9Ko7WpmXlr7yFV3sd714dZ9dj3SXHV0TkQy7ot4RQfPoNswQpiOquorKmkZ2SYq1djWXXoy6zrOs8bzWq+/sAqKl//F3oXfYfd89WYR9spa+plxGSB/m66XWNYjU56G5tQmV3gd0Opx21HEpTId/75m6SFGrj8mzcZ622laSSGv/4fDxEXLCid/bz8qxcwOzzo+2s58fZpRhVL+MYPVpOdHikqgS7LIKfeO07zRAxr5oVgN/TR3tPNoM5A91gJZ1z11Bwv5cCP/pU1ynaa7XEUJth569+eJyIuWmyjd4L/URQFYTHJZOfkoJzCWiLOYoyWX6VVEJUHsWzbbuTBtxix2qeUSCLS2ZQTTl2vnuzESLq6BwlPTCJCo+R+vySFenr2zevs+Ny9pAcHTMl73E6abxzndHElzT1m3nlZwr7H7+GHP9yFY0LHe0deZOGOr5EzqQQ4Jsaoqq4hJHspKWG37W9+Sc3udeopK2qmcPcD4senoeQYN4eieOKJHYRrfF14DsInwXdVrNM0RllzJ9krCxgov87Q2gySxPdDSEJGUEQ887Jz0Mrn80D3dT640cTqnGUYas/yyskhDv31t0gLVE6Wdb43Xlvf7PnzUT0ueruGCYxYPmUF9QX9R1zHeD3HzrSy9elvkhwMYwOgxUK7Tk2I2kFPmwlJwu0UJDINq7aupH5Ej9sTi0ITzsb79lNbO4EwK6/wQXZbZNInRRuRzfpNt3jxdBE5n99A8F26vDtEPynBbaOlppG0jI2i9VHoj53GQYrKh1m8ch5tTeUYNmQT4GcBVIXGiO1bJpUg21zDyxW1bCpIZOTGW7xVouFrP3yEiMm6l8yfrCvz8MfkyEFXSzdJCflTVtCPEfgTgt0MN1XRm5pJugpcJpAFaElMm0dOorf9C+1ecPNTAAAgAElEQVTVMlLNG3+8zKovfIPVSZqp9ysnJ2damubOm3S4s1gY28mlaj1py7wzLwKTcOVydHIWOTnB5MQoKS97juoBJzEpbio+/CNl9kK+9/lNBIvaPeTkzBfjbu+elsQsDzo6GwykL4n8Mx6qbqe5uZ6gglVoJq0j6ogEZpZ/ZuZczjFqK3tZuSqDW1dK2Vmwi4ipti0lMCyerJwcgkjF1VnBkbJGNs5bjL75Gq+f7Wb/V55ifpR26h0X4hdmTz7uN9TWgj1+9eRM3sdxf3z4VJY/nnWO49MgIJibhanB8+fPExoayvr160lPT797FFILjSff5e0+JV//XgbrEh1cPfkGR0odPPX/riCq7iQ//e07tHaNioqeMiyeDbu/xBP7l9w9TqC99gbqzP3TpmQaawc5PaJgSYoa45CFgQglYQonbToH2TFhJAXL8EzYOVk+SKdSw94FIQR8hHmq+uTvudQXRX5uGp6+Mg7/4RZB//37ZGih4viveaUqjL0PbiNRZebEkdfQRXyHB7PlmA19OILSKEiKQK2S01t2mpPNyaTmZmJuKeHoGyVEb11OrNTKjSOv0Gv7Mg9sSKG74gIvvHydvF0PUpgq5/Lbb2JQJbJ3aQQdV6/SNCElIkxK6VtHqLen8dTuDHobGghL20xB2AWqWnRk5od9JG53BAqKzO57sZ08walr8SyXWKg++zI/rQnC7mcJlYTl8PnHt9N69QOOXazE7KcYhS3czEMHdvD2uXYeevQQnuZj/FslKMPTWZ43wLnDF2kKrOD4tSHSe7sZKdjMPVsyGSn9A23qPO5NjUUxYUdhNWAQFImQQEYq3+OdE9dmWEKfRXb/A6zJUREUosQ9EUlMTAjBejVypYagkCA8Nn+T6h2lFQn9HVX0dIfgcjphciJTrVQQoBzn/B8/RLP0ATbFGfng6KuM3vcohYoO3j5yGPnCL/DI/2HvPcDjuI58399k5EHOgQBIMIFgTmCOIilKJJVzsJwke9dh1/c+P3/7du/b1a6TbNmWZEu2ghWsYEkUqcCcM0EQBIiccx4AgxlMDvfrGTTQAAcQaYtee93zfUCdrlNVp87/dKg+qbdnE6lR4VZrCQ8PReXyogwOQ68PJ2HxVlZNCcFw7CgfD6whY6iBmoi5bE0RejxudA7lIJcOvElXUZhvqEl4qPmHgbz0tZqYe89af+XsHZz6rJScXYuJ8noxtxbzYXk/q5Jnc+B8FRlbl3LubAHztyYQE2Ll3OvvcbSl26c7vidUFRTGuru/wpK0YHKW7yBnVjrP/aqD+76Uy8HfvsDbZtu4nlAhkoliw+3LOPnO68z82swbC0IVOnI23EtYomCnl8tHq8jacSv64IkjpP72MhqGErnnjm2cfOklypsNpM1OCNDQNgaNLhTD3aS1xSVEL9hMcsjIwHUAnYlYSrIWrSctRBiKn0jmRvlu2ksKMWcvYZrkkq2rqcTqUGHoNxMeHUmELYaPap+nsa2KXmchTYV6iJqDp/MUxy93Ez1jE4/eucQ3XULwwGsapMPZj80O46OwiMy56I8cpGtgORExk9z4brQqPnk1KXM3EhfunxIksHoay6iwJfPk9hXsef19yjqNxE8Vwsprf+bBARTKdDyOIUqLW8lZd68vAL1W8vM4KpLz1rEtSALq56n8CfkhqQu4N3GyYTUnjZcu0pO4kMVpk/UMGLl8+AqRq+7ivugzPHfyBN15u4gLcJo67FYcdge+kWdLKwVlfSx/JJ/w0Q7hG6hJKMt33Ic+4U+5N11vMUJnyXa0icIUEOl85sn1jVUnadTN48sPLuX1/9pNWfNKVmeNTiMZ1XZg6nNApMLXU9pQfJbwWVvJiBF7OkclryeVMn8d23RJo1NbrkdpEhk5CJ0EnD8nq6enh2effZa+vj6fmYKCAp5//vmJTWqTWHPLLHb/5wmulNYwU6ei/GoZ+ryvMzeknpd+vps21XR+8NxTzAk38NYvf8zh/b9n9oLZpE5otZ+2BjOZOxNHe5gcA7xRbGPZikiWZYSgnBKGMP/V0u6hw6vikdxopoVBU20HzfYgHt+YSM5EDzuPnbLPfs3HdTN56lu34Lud9YZxtuAlWvoh3XWFc6WR3PX1b7BlbiIqjBgKL1BnsIEmAfeQleyV28lfnofG0cFrl+rI3ryL4P5yfvbaYVZ/6Snys6J9F46y/hyHmtqwmvVcKq5i/kPf5qsbheE3C/WHP8HhFhYe6MheuYFsj4uullKqYzT0hujQWZo4U97DzHsWkNZYw+H6Nux5UfgHeSYEb2yGSkVEfDbLN25jUJOArTiYmfPmYe2x8PX/+AEpGjC1FvH7w3XoFEGkrtzONxcs5+M9HzN93d3MTvRf8D21J9AHh6FRq3EAQVrhEtQSFZdFeGoBYbHb+acZJiwhMUTbyzlTXEZMtYPomZEEBWmICE8mSOFG4/IQGhOJqroHd/IqHheGsYfn+3SUFdHbZUK7eAYxnkFMM1fyxNolBNX1sd8Yx6IlcwlmLquFB2DZ6Juv1dhDadFFekIt1HUPkLnt69w+9wKv7f2M++/YSYzWicepQq1KZNd3v+fDx20fYvmcAp77r/+Pw3OWcffd/y95qf55yUJAqA5PZM50JWWH36Sm6QzpmY+z4+4MusursTqGF1VpZvLNRzIROuquZ3HX2IaJYNEtm3hs2+xrekLPvP2yvyd0rMJ1HOlZ/tDjRB57n6MDaXx9V/5wz54Hc9VR/vP9RpJihQfmaMA8ZGzmSuMs7njq2wRpRoNDe18Tza44psX7H7DLnv2tv1fxOrwYEVEFkzZ9qv/Q1Em7Tc26RKFnxovLYqC6thGzzQ26WObkTiFY5aK2oJDUBbeTnZ6GIz+DfYVV3DIShLrob6+jsCAIzB2UOmZy/wOLEM7Qzt4OYmfETjptoOD9X9F5VDfSYzXU3QSZGaBQEpOUNuL2F5Lw2GipVzB/iX8kR7CpCY1h5c4nmB1p50RFBysXLaChvpqcufn0nH+HTzoz+da9vgk+Ph9X5J3j/3w6dhFST1MVRqeFvgE3yQmj7SXY14akEZ+soLPPzLSYLzhIU6qJTZ8yBprK4mKmr72dtIxsNuRGs+9CDaumxozcs609jVy8eBGVrZ8rhjjuuG0tYQoT3VYz0+MCBR1+8267maNv/ZyKkR5w6GtpI26lkK9Cn5xKxI1fcGN8n/xASVhcum/euihn6arj3Rd/yn5hfFmfw8MPrKOru5u4lBUj03B6Gkpo7LWDUktixlRS48JwNpdzrD+axx7PJSM0nmkHn+Vqw1rWTY/0PR88LgfNFZe5OBSEoaGCmJX3sDpFCx2dNDkTWR8/cRA5UH2O537WjHZ4TqjHOkB9txgMBpMy3b8+4eZBpSE5e7jXV3jfB1rPfsDTLcd86Ywld3P3phx/hvjf1UfBiTKmb3+KzMQ4Ni87QNHlSpZMWeIbuhcmnfV31XL5ohaFsZ0yexZfviMXNSZa24aIyU8a6XUVTY5SI4ffeI4yYSK57+fB2FqHdpH/KCoh0/+sH879c4kchP65CE6g73Q6GRwcHMkVgtLP+yXM20Re9CfUNbfQl+ympSuMhQ/moDS20221kjFlNumJQgCjJG9qJgfqaukwDEwShFqxGhUkSxdXeYPJCOnlcEUfZouLXTMj0Ho8VHQO4QkKJkNY6QJU1VlIyIolQzf2Bi2tg62viZNlZtbdu2zkpDQbDdgtcSTFO2k+ehpT5mKWzhYCUGExQCcV3TYyY6PA0sDFKhMr1qQjXPsDNQVU9MbwpZwwag8dxjPnFuan+wNQsNLVbSEqKxZXfxUVPRHcMTPZ70pvGcU9IexKjMPUfInde88zpFQTEqygsNbOHQ/FYSh7l2Z7Jjsy9Ki6I7B3W3y9yWJdDA2XOPDZBfpFxjDVTl3FV7cIs/BGf1dPvk1T2qMsEYLS7HksUe7mRKmBB+bHUFt6ifDoBYQH+3tPrB0V9KmmEm0qYm99Klvyp2AdMIEqFo3azaDFRkRwPJ3lZ/jkvfcwZW0kouNT3jhTQcLMecRpLXQO1LF92zJ6z77NL+o28t31MXQ6PUQo3TQUnkPT34/TFo7RaBwJQs1Wuy88shlbOHWljbXr1/t6gLxxudy+PMh3szf31HL44/3U9hiJzbvb91brcTkxDxoJctmwOPw7LUTlrOGW6t/xzsEiHrklDLMIktNE0fFDnC6uorz4Aj32ZKaoBzmx+3VODgfD+bu+woIUHYOdtdQ3DjJ/+/1Ematpreji/d0dbFwGXpeJC58dJmrdk2ybO9o7NIr4F5fyuO2YjUaUXi+WISsuj2Q+wvhilGqyFi7i4iu7Ke1extxEFS5LH0ePljBz7W2kh/hXwFef9w/Hd9nDMA3ZGL/pganmGB8OrOV/3zI28Bhf3HUf64IJ8XgYsgoPSWGM08WQ2UhTZREHr2r49x8+RbCzjcLiRloj9/PbBhVDPU1U9A7QeNdqpgx3NjntVga6W7ly6Swzt39rhI/didVi9+2WMNGVv/iuf+CJ5XEjQWjNvl/watV11+DGBD0uzHY1kaGjPZIKlYaukkNcaOulY8BKfXU9KTMWM93ros9goLjIg+XeFSO9ntcWaKerrZvklNn09RjwJMRfO9RqdTDkEF4Tb/avl5LzlXQmaflNlRZrTx11Q4PUblvGjOE1ph6HlcG+Vq4cu0Tk9i8zNzkYh8kEFhsW+8Q7oqh0Yax/4DvcMWc0UD392r9y+mZXaRL7IQnZ3PO1f2ahOBzvttChC8ZiHt21xGEzYzT2ceGzg6Te9i0eWp9Bc001hu4mPnv1OZ/1xv5mBq9Wkp+9zL+wzOvFNmSir62SA4UuvvTPuWiGu+Nd7n58l8sEHX+ROcv55j8+MLIIytpyiR/99I+T1OLmZ6Xm38kPHsmfsCB7TyOFDb24nO/y3HkwdjTR5LlC7y3zSA0Xuoe9uJwWjP19VJw4SMat/0Syr8NDmP/hxm62+nbzCBwA6tn48DfZmSvej60UvvFjPpr4VJvQz+vJCOzD9WjKMpMiIKyqnzp1KjU1NahUKpYvXz6pvC9Tm8qy/GxeOF/BWbowpuaxPCcepasXnVJJn6Ubk8VFdLCVXsMgeJUEaUdvztcWoESl8eJ0Cb2Ew48UnY5Ht6VTUdXLC1d7CQtWszleSWm7g9zpsf4udvsAFwZV5M/SMTxX+1rTgKGtkqqBWHZF+/sUPW4b5SVXiVmymixHJ+9eriN7xS7/PBWPi/qSywylrmDdzGC6zp1iIGYu0zMiUbjNlBRWoJ29mqmKdl4pbCZz16P4p7t5sLQWUT4YzdbF0+g49ysUaXm+lc3govb8SZRJy5gaUsnvfnWIefd9icXJahou7qUkdQkLE4c490E1cYsfJD0YmtxOlGqV7+1ZrFRkai63P5wzbuslYS6h+CY4LOnuxdCtYtbaOEzHB5i9chqLFt1Bw/NvcKwzmXN1sTz42Dx8cbvDzNWSIuYseRS7s5zmE+9QmfkNDOU1hObcjU7txel04fEIi0jCmX/nN8mdkYXHsZa77h/i8h8/xjT7Vu4M7ac3PIXHv/Q45wv7qW1uJCIpl9g4K+t2bsV+wcbVw/UUXqihr2OIiORYVC4tc+eEEBSRytadO+kZ6KKyUhha9tJS8DElVXkszoogfc4SkoXehsx0NPQQGpPMojWbfHNCdTWdwxhpyFq1k5lnzzJomU5QUDxBg1f40avnWbgoA/dgJt997inihofB/cPhDkp3/4Z2o5sFiRZKLpwlecESQkPi2LhxFude/zVZt3+DROObaEIT2TBrJr89epRFM+4LOLwmtlNgep3D8UJzaiJISksj2uvF5OlCN7r2KKBpXWQW9+/K59m338K6JR/jxb10JCzj3kXitBolU+Zv5OHUGF57zciq2SF89JtnaTCJvSjg6G+m2VXL05dm8vA/3UP6ZPNaAnoxjqmNJy0RSsuqWJyeR3B4Aovz40kJtXC+qh6hB6Tx3GF6M2/jOw+uQOdrFzNnX3yeIxfbeGStMHlSTXxmLuu3rWRJVhC/e+NDrs54kjl6HVNnZPNheQXW5dlodF/YmPq4StzIoQK10oPLNbqFVnBsJpt3Poyx5SqnqrpYvXIjEaE6tG4zjVYFq+P7Ke52sTxe+njzMGRo5HyZhdVT7RyozeDWO9Kpb2vAMSOOIGExl/SnVKJS3uz6u+k6u5eezAf4xleWEeZrKxsn33ieU8K9c026z6PQlJlsvGUza3PT+OGrr3M65XssTw8hc0okl642sik3aaTXVFqFv4m0UktyegqdBwvpsC8kSQcpM/NJnWWi59xx32iRw9zHucIOtjz6NVZP8y9aHWjM4eXPLtNtXkCGBpQaHTmL1nDLDC0R7hfYu+cEmY9vITwpm7lBn1BU1sDsVVMmWZT2N4GW30mPjbILBWjm3sE3dy7w8yzdvP/ae5yv6+OueYm+azwuNY+1m/NZnKzgpff3Uj39a8yKDSVndhrvlZXQn59B3ESjnH9BOKRX6V+w2P/5RUVFRfHkk09y9epVdDodCxYMnyyTVl1JVt5SEg7t5shFL7kbbiM9JoxgctiwcCo/P3yWt191kRRkoaioCv2MrSzLjmGoYyKjUUSlQEefMDYei2XARodDQXa8jumJQaQ3eUjWa7C5Bmm0qbg92h+o9tdZ6QvVMS02CAVueqoLKWgPZv3aOWOmT6nUWjSDRowuN8Jp31q4nzPNIWx7aAHmjstUNbcRv9zrC2Y6Sw6w+1I/m3Y9QKRqiBOF9einP0R8sAJHn4HSul4W3pONSuMkyKvEaDDiJAp7dw273z/LtFvvIzeyl9evdpG17l70WgVYuzh3pY2stQ9C0xF6nenkzkpA01zAngOFxC1/lKCeFopb7OTfleHr7ejpayMiaeWY+SwqTRDh2msXiggBlfRnayul0jGNhZ4KPm5OZkecCo0qkSBnOb948TiP/+fbZIQJGLrprTjOh2cNzLTvp1GrQRceSvGhd+nojOOBO1NRY8dusROs0mK2dlJW3klZ0bnh4lx01NRgG3AxEC9MHK+g1Ne7mMzKjVNJUQmraetwG5sp7VaSkz0Fj7sPc5uLhJQ0BBeMDTV0zk0iwmaktrIaq1sIdj00N7Vi6tMRatf7e3/UQQQlTiVxkrkJuohEbtl6J/b+ywwpVCgS5vG/vzsPTGXUnqghXK9HPyYItRMapGFAeK73VVLLchZl11ClUOAwNHDemMDDs6JwCdVVKEmcs4GZp57hVMl6diyKQ23p4fjJBuZsWkTM8BCZtB3Gpq9/ON5h76W6rIxwYTFETxsWRxbqsHhWzVejGx+E+ApRos2cRZrhPX75758SNf12/uX7+eg1w+eFQoE2KBRtRCgqxSCEpLPjoZ2UlZmYtXQeYVrovfAaLw/3hNoHuzhx6AxxSzYzK2F4yGFsZa7jKJzlW9ZTvmcvH+jDeGhVtu/lwmmz4RBiX3s/RcXdTFu2hQS9fri3MpIla6bx/+87SMeSx0fKUPiwX8vGmVf44/vHSH1wC9NW3krWb3fz8b5Uduxc4BuiN3eU02CLYk7SiOpfLqHWERdjo7Stn5XZwmJHD33NpZw6XYphsIsmwxBDxiEi02ayOMFCz1AaWzdrOXK8knn35I5MuRlsusDbb1eRmruWqwVXiVw0j3lZSVRf+ISKjjnMl8xHdLstWF2QHjbxHEWP20XV+RPYkucxNzPm2p7U60HI2c+lC1VMXXsnqZK2yps/lXOnztK9eHi0R7ClUKJLX8KOead4d89Bcr5+K4s3baHixSPsOxXHxlVTfXU1Nl6kTTeTWaOdn9fjyefIeOipu0JJVwhrl03/QhedCZ0jaXlrWFH2G1557zAP37qStCjh5d/GkNHjG7WxGGpodYWxYkoaer2/YyA0cwaZ7qOcqu4lQ7IRg0IdxII1t1D4szf5tGw+981LYv3tq3hr/+ucSniK9TPifPfBpvoynOHZYtfM59T/erNNlBw8iypvDbMSxnVgXK+J65BzWYeoaOxi+tpb0euHu8v1QSybEcrrhy9zy7xtI1aEazxp5go2Tb3AB7vPkvjoRrKW30Ja6Qd8tC+Zh+9Y4numm7oaaTOpSP+CZ5+MODJJQg5CJwHnz8lSKpVkZGT4/m7ETnzGHObMPc/l3hDmzJ1FmK+jM5L8u57EonyFPecKaQbSlt/LAzu3khQGjcF6EhNjCR3ew3C0PB3Z2dP4pLyOobxYgjwuTlUYea8U3EoVD61MIDVSg2solMxwE58WG9DkxWIdcpOdFEZysH/l5olDJYSv2TIyZ0e0Hzt1EdsX1vHur36KSq0iIW8tDz28ieioIEovlOCeupGIold5+qwSnS6bWx97gKlRwkXjIXV6Ev0n3uM9/U7WZ1kxh85mfmoEaDRsfXArL7z2Cj+6qCMsJpGVtz5GXlY01rYCejXp3DI7yXfzMBu66XensmluDJH9mWj4jBeffpqgtCyiIlPIm5OOobcIZ9JC8oQZ7K52aitczHos9U+4+Xjoqq3CmTqT7oIq0lcuwlt9mpeOn0Gz8Gv88hEFx15/gbfql7Fm8Uwis1bw3X+cg1sdQmxMFN6uUl557QAL7v0KsRjpauultqOP0PQIErMzWBs/2nsm3ICvmiyYpy9leU7syLAnBJGQGItuqNzXBJqIJBYvW+kbcqkt2ItyZg6pkclkzs5GHxSCHhsWXRzzlsT6F+t4PYTYe+iOm0/+nETJg9PKkMNFb30Jv3v2aUI0LgyNQ2zfJmwHNERv3yBuL/SVXGQwejbSNSsup5nujg48Y4JQB30mm39+Z+QM7typwHChBjxOmqsqicqZj7DrirAw1dfbpI1h6ZKFHGzrxLEoFlNrGSfqu1nK8CQk8YQLSN0MGQ10dnSM3aLJ46Z/zKblEBqRw5Y7dxLRb6C5DMrKlajDopmbqqKnq4F+kwkVXszGXoyDQ1w58iZX2pwsuO07/DBJ6dsR4N2fPE3k4i1sniMECDpik6LRuN24hl9YdKFRKA3n2Hc2lLvXThvjscs6SFXxJVwz1zIr0BqhMdITH0RPW8lXv5TAvtc+5OmT/iFjpy6S2x/ZgcbYQasrhk3TRlcOC5Yi81Yx5bOP6eoxERQeRaRSeMEUfqHk3X4Xxc+9ycnSWdy+cCr3fP3LFB56l589vc83dSE2cxZbbtkKCiNhUTFox/WQakL0ROtDJefTxL7feI6WKbNS+exIOX3504hWK1C5rZRbrKQ7nCTrIhlymGkvuohVYyJ1zZdJzdESce5FzpfFsWZmHBbTAEqvjfkb7iLLXcxHxbDtwdkQpOLW/Cxe/Og40Y9vIC1M56uDvaecLlMSa33zfgN77HFbuHz5FKlxC8aMqgSWDsw1dTRQa0zh9ryx00JichaRcvYYvYNWdKF6YvSjwfD0FTvJaXiDfZfyeHTNfB57KomT+9/hpyftKLxekmctYfvmIFBo0EfHECq8rEt+QeHRRKrEtpdkTJIUtgJqvHqZJvX1XI+TGFLqCHH389HLz7B/+KVv6a6vs3FWAlvvf4q4U0d475c/waZWoFC4CVpyN08sTaf1xH5ishYRHzW6CkkdFsfi+dkcqm/Bmpswpq5BsTncuWsBLxz5hPKkh5mRt4EnYqL5ePfrPP2BcJ9VkL76bnYt0dGvC0OY9ivZYhOFWkdUbAzjTvNJKubP8pjaOHOuihWLN36u7MQCCoLCI4nyXhvEClv56cN02Ppq6PamsDR1eH89nzEdOQuXoK8ppLUPdGHRRInXuDqMxbvuoeT/fMDpwqlsXZbF/V99giuH/8BPnj6EwgsxKXPZsmMDKqWBCN95Ix0FUKALjyLaKd13deIa3GiOwuPxeIXVpMIcxp5eAyHhE79Cja48HS0mEE/IDcS/Xt6N6I96MjZ1I2WN1fQfud0uvE4HsbGjDR3IpiAdiB+IF6icm61v6Snj/TcvMP/+e5mTKG7HMPbGFMhXkVd24hUudc/grp35CNOyRL60LuN5HreZd370b9iWPsEj62aOWeQgyop0ovpL7UvTop5IJ9OXygi9k4aiT/jt+TCeenKDrzdM3Ex3rNxoaWP5NurPnqI1OJMonZWE+HAKDpUzfcNqpsaLvVp2Gs6f5nKbglXb1xOn9a/UFuz0NV2hujuMRQsz6as6z5GCamz6TG5dn0/CyARwsWwLF994H+PczWzKSxyDuc8ncxm/fraadY9Mo+lqPQM2G9qUBexalMDlE8eptyjQeCOZOsXDhcK6MfpiCWNpNIs3LsDd2kTa/FXEBNuoO3MFZswj1d3Ix0cuMGh1o1SpWXHbI4zEN6YyfvwvfyQ4L52QMUGom56qy8x45GfsmC1sueKi7tibFCqXc+/a6Xg9A5z/+ATVtZcJ3fgN7pobP+KjsO1R9Yk9FLumctfGvHEr3v1eS9vlyu5f8NplO7OnxPg2kh7J83ppr2wifdtDPLh2Gip7N2dPdpG7eTqdJ/dxuraP1Pkb2Dw/nrpTpzhV3UJweh5bl8+iqfgYhXUDrNj+kK+uIzaHQesuP8on5xtRqtJZviqa+hNHOW1bxvefXEnoMA7WzkoOXqhiqPkS9iXf4fGlo0GhaE+kglkxLVKxfcYfTyYrzRuvL7UjpkUqyn4R+lJbUnvXU9Z43VF9E8d+8wIDS77C7fP0VJzaR1PQdKYFdzHk1tLjjSG65QwF3hwe37kcndeDofI4v/uoi8e+ezeR/VVcMceSZSvhoxNtLNt1H3nJo13/dad3s79Uwa0PbmFKkI1T775Fe85O7liSgnrMeT1633QMFPHKc1e57buPkDIaI/qqcCN1lcqKaZFK8QjEG8XH75coI1Kp/kRpqayYFqmo43ZY+Pit54he+WVWTRPn6ftzx8sK3EC8ifiBZAPxbkTf79m1/wPZDcS7VtPPCSQr5fVf3ctLRWF865H1w9NgRs8XwYJUdqIyRH4g2UA8UX48DSQbiAKUNOoAACAASURBVCfoBeJfL+9G9EUfrVYrdrvdt2uQwJODUBGZcfR/ShCK20nNmT182qznqw9tInj4piqt7mQnXF9nA67QFOJ9k52v74R1Gi7z7//5MVu/+R2WZUaM6SkQyxKp4Ic0LfUrUFqUFelk+lIZU2cZ7/zhMHPueIhlU2LGlCmVk5YZiB+IJ9WRpkVZkU7mq1RPCJgHO3twhUYRHT66CnlE322hrdVCaISLru4BwhOzSNJrR77cMdBRS6tBSdq0NPQ6zZi6ji1n9Ejqo8gVeSIV+SPUNUR7q5XYKbFoxjysvZi7W7CFpvi2BhN2X7ANdGNSRBAfGYLXY6GpvB4zWlKmZhMVpBrxUfhql7mvF4cmnOiIIF+dxpcvPTb3dDCojCAhOuSaINTY3YFVG0l8ZPCYL4WI+iIV6iOmRTpSR0meyBNlhHoN9bXT0jGALiGTrJE99xQ4TV1UNfX4FoilZOcSLZntMaovbic1cfmirFj2n+7r55cltS2WJ5YvUqmMlCfKj6eijEil+YF40nwhLcoYW8t4/73D5O56gOnhbtxBUUSHDp/zbifdHT1oYuKICh4+3102Wlr7iUpLIEwtnF9uzL0dDKmiSYweGzV6nDY6WrsJS46j79JnfFIZweOPbvJ9IUwsX6Sifx6HkY4uDwlpwleZxv7Gy0rrMVZytH5SmZuhP75c8VhalpgW6YiMx42hu5WgqDTCxnUPjpeV1kPUF+n1ygaSm8juRLJimVIaSDYQT6ojTQeSlfIcpm56HMGkxISPnLefpy/Nl6aldkV+IJ6YN54Gkg3EE/QC8a+XdyP6oo9yEDq8clcEZCL6PyYIHVfB6z25AskJpgLxx/NMNSfYVxXDrdtzfXPKpC6IsiKdyKZUR5oW9UQ6mb5URrQh8kT6p+qL9iajYhkinaysQHZEPZFOpi+VEW2JPJGK/EA0kIzIE2kgPZEnyohU4ItpkY6XFY8nkhX1RCrKjz+eSH8ieVFfpDdTX1rGeH+keWJapONlxeOb6avUtlie6I9IpTJSnig/nooyIpXmB+JJ84W0KCNSaX4gnlRHmp5IVmpPTEtlxbRIRZnJaCDZQDzBhpQvpkUqLSMQ70b0pbakaaldMS1SqdxE6UCygXiCfiD+9fJuRP+L8DWQjb93XwPV/09pl/FB6PiXuEDYyzwZgRtCIHzaGu4ZOx3uhvRlYRkBGQEZARkBGQEZgf/5CEhnn/7Pr61cQxkBGQEZARkBGQEZARkBGYG/CgTkIPSvohlkJ2QEZARkBGQEZARkBGQE/r4QkIfj/6ra246h3Ux4Ygz2rhrOFDazeOM6YoJUCAuMzh3aiyV9BetnJSJ8Wqylsw+3xxtwro0mKJqklKhrtlW6vuq6GOjuJigmGZW9j+5BDwnxMWjEz5o5LHR19RGemEyYRnyPcTPY1cGQUk98XPjIFkhuh5WernaGxI+PKJTEp2YObz017I3HiaG3iwGzIKQiMiGJmDAdriEDHUYv8cK2RMPFeFw2err6CImJJyJY4/9uuzuC5CjJyo/rq6QsJSMgIyAjICMgIyAj8N+IgBhB/De6IBc9ikAHn734MZ12CImMRTFYS3F970i2w2bB5vR/OcRl6qS46BIFx/bwzK/f5nRBAcL36YW/w+/+kl/vver72sSI8o0kbM3seX0/3Q7oqjjIr363l96h4Y/aCvth91Tz8s9/RXH/KA9TC2/+8ml+8vKndJpH+dbeOl5/5r/48Ohpn29HP3iRN/ZdYGBkW0wbJQfe5w8ffMqZC37/zx05RacNzJWf8cxv9vrwEN23m1t4/VcvUNQqfO7GSf3RV/ms/HM+fSMqy1RGQEZARkBGQEZARuCvBgG5J/SvpinGOqIMimTNijx+/cE5Zs/Yyfi9rXXxM9hxxwwstUcpNw2y476dCFseeywdfPRyB9O2zLtmZfrYEiY68tBfcYHu7OW+/e8m/BjTGHUv3dWF1PYH46KC6rZ+Uqb7P6/mF4tl5fadLE/SY+6aya9+8zF182eyKFXN1QNvc6A5nnvvvY3U6HBUCjdDhn6UGrCPKSPAgc1ASZ2WWUv/Gz7zEMAdmSUjICMgIyAjICMgI3D9CMg9odeP1V9YUkFQxkJuWx6Px+Hf3sLudqBVj31v8Hjc2FsrqDcIQ9leumuvcK7diPHqCc5drcchfDb+hn4uTE49q+anXbP/3URmhD3zLl+qImfbg9wzO4YzhTUTiaIODsZrtGK2ObD3NHLgYg/rd20gI0YIQAU1FaExsVzXJ209KmIWrWN23FhMJixczpARkBGQEZARkBGQEfirQUB+ev/VNEUgR3RMXZ7vy3A7PVhddmJ0Wsnm716sQ0Zsul6qCxrJvWUaEWnzePyeRCrO7eXoQBhzZmSh9X8SPlABAXha0pdsI03y3XRj7QV+/fN23/e1hb3CvHYTtZ0W1g1rW/vbKDGo2bgtmwxTP5+8VkLnffkkjrzieHA5HTgcDhovHsaTvIScVD2DzSX06aKZEu77NmkAX6Cn6QK//WkHwcO23A4zDQNKlgrSIXFsWBPnmxMbUFlmygjICMgIyAjICMgI/NUiIAehf7VNM9Yxj7ub/kYn0zdIv/bhoKetl6lzNxHaeZrq9lRyU5KYFRrElVNqVqxYOHYB0FiT132kn7qUJ7/1MEkR/q+R2NqLeeaZt0f0haF4szOM3vpSLC4zobZCjhX2c/dicZi8g09f+y3HbV2YE1bz/W/tQK/20u124XYJC6tGTF2TiMtYylf++UtkDK87svRX89wPf3+NnMyQEZARkBGQEZARkBH420JgpK/qb8vtvwdvHdTVNWM2+ZeVm+qvMBA9j6Qo7Wjl7RYaWj1kTp/N7GmxHDp3EXDQdH4vDWErWZQRMSp701J9lJyrJX56NjrcuNVRrMifw5VTp+gTV8STwo6vfIPv/fM3yR26xCcXmnECwWFRhJnaaTAJR/JPRkBGQEZARkBGQEbg7wkBOQj9q2ttFwOtjRz44zuUttlQh6kxt13m3Q+L6Gw/S2FVD57hnsPB3lbq0ZCbHsuUZRvYEFzJS69+yNvHbdx9zzLft49vdvXsdYUU2NLZdttm1qxZ4/+7YyfRjWcoqur2fTtb9CEoeio7H76d+s9+T2HDAOFpM7h1YTyf7j1FR78V/7p/N8aOdiQL7EX1P5vajR1UVlTQZhgaLuvPNikbkBGQEZARkBGQEZAR+BMRkIPQPxG4m6JmHaKpvYIzpy4SMmcLO1bn4O4p4/dvnyBp7QN8bfNUTu35gAaTsNrIRsmZY4SlLydRH4TSOkibQ0Hl2VP06MKIvbGJoH9adVxmLl8sJCxnLqmhvlVFPjtKVTJzc7yU1jTi8keWw/YVhCTOY+VUL5/8fj/9ynAW7LiHNbEDfPjmC7z88su8/PJbnCisxnrDC6o+pwp2I2eOHeH85UIOHjtKn+WLLuBzypezZQRkBGQEZARkBGQExiCg8Hg8XoVCgdPppKfXQEj4xEO4gT5gH4gnlBCIf728G9EfUxvJwY2UJVEbSbrdLrxOB7GxsSO8QDaFzED8QLwRQ+MSoqy5ah+vXArn3h2LiFI7qbt4kCNFtczd8lWWZOvR4KTmxCvsKc9iU14PBwu03PX4OryNhez5+CopazexYU4GWBr56IPzJC5cwdzsJBIS4tANL04Sy5K6MBnPZTdjtHjQ68NRKxW+unrdDoxGM8F6Pe6hQZzqMCJDJdMEvF5s5gEsBKEPVmEaMBEUGUmQWoXX68FpHWLA6CQqKdq3mb7bacdk7Mfm215USWhkFOFBGtx2E/1DXvSREYh74rtdDkxGM9rwCEK0/inNgfy/pl0s3bzz/iFistLpamlg7db7SI30+3xd+sOATSQrxVNMi7IivcYnUXACKuqJdDJ9qYxoTuSJVOQHooFkRJ5IA+mJPFFGpAJfTIt0vKx4PJGsqCdSUX788UT6E8mL+iK9mfrSMsb7I80T0yIdLyse30xfpbbF8kR/RCqVkfJE+fFUlBGpND8QT5ovpEUZkUrzA/GkOtL0RLJSe2JaKiumRSrKTEYDyQbiCTakfDEtUmkZgXg3oi+1JU1L7YppkUrlJkoHkg3EE/QD8a+XdyP6X4SvgWz8vfsaqP5/SrtYrVbsdjuRkcKmkiAHoYHONuC/IwiVumLuqebkJQPL1ywiKkS6eryf0vON2OxWInPnEtlXwbmyfpZs3USCbtSC1zVEZcFZKru1rNyyhrjhvEAn0vXyBOs3IjvqzWhK1BfpRDZHNcamRD2RTqYvlQEX3ZWXOF7cQsa8tSzMiUWt8PfejpUbLS8QPxBvVGNsSpQV6WS+jtX0H4l6Ip1MXyoj2hJ5IhX5gWggGZEn0kB6Ik+UEanAF9MiHS8rHk8kK+qJVJQffzyR/kTyor5Ib6a+tIzx/kjzxLRIx8uKxzfTV6ltsTzRH5FKZaQ8UX48FWVEKs0PxJPmC2lRRqTS/EA8qY40PZGs1J6YlsqKaZGKMpPRQLKBeIINKV9Mi1RaRiDejehLbUnTUrtiWqRSuYnSgWQD8QT9QPzr5d2I/hfhayAbf+++Bqr/n9IuchA6HHgEOsmkvP/uIHSiBpf6KKYDyQbiCfKB+NfLuxF90bfxVCxLpBPZHK8nHot6Ip1MXyrzReuL9iajYvkinczXQHZEPZFOpi+VEW2JPJGK/EA0kIzIE2kgPZEnyohU4ItpkY6XFY8nkhX1RCrKjz+eSH8ieVFfpDdTX1rGeH+keWJapONlxeOb6avUtlie6I9IpTJSnig/nooyIpXmB+JJ84W0KCNSaX4gnlRHmp5IVmpPTEtlxbRIRZnJaCDZQDzBhpQvpkUqLSMQ70b0pbakaaldMS1SqdxE6UCygXiCfiD+9fJuRP+L8DWQjb93XwPV/09pl/FBqDwnNNDZJvNkBGQEZARkBGQEZARkBGQEbioCchB6U+GVjcsIyAjICMgIyAjICMgIyAgEQkAOQgOhIvNkBGQEZARkBGQEZARkBGQEbioCchB6U+GVjcsIyAjICMgIyAjICMgIyAgEQkAOQgOhIvNkBGQEZARkBGQEZARkBGQEbioCchB6U+GVjcsIyAjICMgIyAjICMgIyAgEQkAOQgOhIvNkBGQEZARkBGQEZARkBGQEbioCchB6U+GVjcsIyAjICMgIyAjICMgIyAgEQkAOQgOh8rfM83pxON3Y3d6/rlp4vTjtNmwO37c5v2DfvLgdNqw3xbbfVZfTgcPlYQRVrxeXw8aQecjHH6w8yKv7yrFPUjPhc6c25/A36wU8HA6cbs9YDa8bu83JOO5YGcmR1+PGYbfjGXEMnA4rrvHt7/Vgt9pwSQx73U6sdudonXx23TjE8r0eHDY7Lo8H4XOpwnmFx43N7sDjlRQo8cef9OC0WRkymzGbzcN19uCwWnzHAs8+7IhjoI0P3v2Auj7rNVb+Egynw35tG/gK9uLx1dk1Bp/AmN1kTwXMrXbck2I+sQ9ejwurxcbwmTciKHxC1+Gw45acPA67dQI8hKZ3Ync4Ed3wnXsO4dyb7FwQi/MifJ7XMnxOWGwO3+blQq7Prt057hy2jb3eRswI140Nu9M9pl3E7EDU47L75BGuLauN8ZdGIB2ZJyMgI/CXQUD1r//6r/8mfDve4/FgsVjR6CTffgzggyA7/heIJ8gE4l8v70b0x/sjHt9IWaKOSIUbtPDADQkJEVk+GsimkBGIH4g3xpjkIJBsIJ5EBY/DQm1pJfaQCMJ1/k97uk0Wfn+shQZFCLmx0s99jmqKdtvazQygRK9V3pD/ov6oxcD1N3eUU9GvIVEfhMc+wL5XfsqB7liWz0j0qUrtSNNSu4HSoqxIbYNtHHj5x3zam8KK6fFjVEQZKVPkiVTIk6YDyV459DZnDJHMiNdQV1ZAcVk1xefOcPLcRYhJoebopzBrLXmJ0vPFg7G9jqKCK9Q0ttHXdI63T9tZNC8VpcPI/vf2YAxLJjVaomMq46WfFTBlzXR0diMVF89SWtNAY2MjDQ2DxGTEE6RUYDN109JsRKns4dN3d6PPnk1/YxXK8EhOvvVD+uLzSY1QjdTLPVDNi7/5mMT5C4nSCjV0033pA149N8S83DTUIxgYOPjCZ/QnJJCosfDur99lMHUKlH/CwVoFc6LN/Pz1k+TMn0GoSonN1MGVMwVUNog+CrSW4uOnOHH+AkVXiuhWJzMz1cnuf/0JH5WWc/rD1+hL30xugpbKix9y7ngNhvB0cjNjEd6KpW0hpkXqbxsv1r5WrlS0E50Qg7Onhk5HKPpgaC+/xKXSahoaGsb8NXYOERUXTZBa5TMh2jv80a9pVuWQFRvsK9dlM9HR1o02PJyBqiO8ufcC2oRMEvX++6K9q5w3/rgfZVwm8foglJL7oWhTpOJ5NP7Y7Riiuvg0JRWjmJm0cYRbGjhfWEJdfSMNTW3YVRFERwShHKjlZz/cQ+Ka+cR4jBSdK6Cits5XP9950diEyRtOTJSHihPnKK2vp7m9C40+gXCtl/aiT/mPf3+LoIXLyIzwNb6vru6hXt7+6COC4qcRF6YFh4HXn38eV9oCUvV+OaEOfv+9dJUc4A+nmlkwKxulUoHV0MD7n+whNiOPiCA/rv46mykb9kNoB/+5W0/5pQucPH6WS1eKqOhTkpudilqloKXwQ947a2bWzDS0vm4RBwde/TktwbPIjAsewdjnh9dN6cE/8NbFXubPyUKrVGAxNHLx/GVqh9u81xVMSky43xWnhcKP3+SCLZ7ZsQ72/OYlOhLnkeW/CIZlrNRWVGLWRqAP8t8zpW0mpkXqV5r8fyDZQDzBipQvpkUqLSUQ70b0pbakaaldMS1SqdxE6UCygXiCfiD+9fJuRP+L8DWQjb93XwPV/0bbxeVy4Xa7CQoK8kEsPHvk398oAn2NlzhyspMtU6aN1kCnY9W8RKKjJ3+ZYMjMJ0V95M5PJi1sVP0LSzn6Obf3bTrm/gNz0wFVMHPW30VeXNYXVoRoyD1koLyhEc1MSTAnZl4PtfSw79O9lDQY/NLaMBZtvZ/106Ou1VYo0Gh0uI1VdNim89g/rkDZXMAzlbWYul+kfv/owzg1/3bmW65wpVFFjLuTjvRZpPed5ezRPkovFlDZ2klUfQMngtSQuZLv3Z3vC8LEQh1DnVw8c4b4BeuJdnWyZ+9V0lbmoleBwmOj7EQBCSsyATs1x97DnriMVYmNtPdMY3ac0P7+HiprTwmvPv8HLvU4sDz3I4icxRMPraCivJbmigp+2XQSr1dB8owV3HbrCpbdksabhRcw9JVyrryRKy93EGLtxuAupeW8iuqWAd56w8Wdd95HiKGGi2eqyVk7h2CVYvjTfFrybl3CzsRIVEoFDocDGEAbnMKdj99BzcsfMi0rFHpKOXDBy+3f/Qp1Rz/kcms6S1L8NyYRg0BU6Dk7dfiP9EdvYI7ChWWgiT37T7Hq7ntJwM3l00eImLWK3OQIn3pfcyGF9e3MypsJGDn75nucbu/z+drdVoeiaIBL4RpS5i4lqb+cWvVs7k9OJTpzMWsHj7L37b20ZkFFXZuvh9rQXEpBWR2ZSeGoFAqmLLuNO1fNRH3t+3kg93FZ+rlw/gSRORuIC1VjqTvOJ/ZMHgk+zJmGNNZMj6O//jKHzTFkpeoZPaMAWxvHPy5h5o4FRHi9voe6seoYe9v1TMuK4fzes8TenkfDnkLCcxYRY25g9ydlLN4+h7J3PiLnqw+RPMH1PlR3ktPFLTTZnufEcKFB4Vnc8fjdpGpdNLX2ER+VwO9/9hN6PV5cNjPt3T3U1vcQrFGCUsXyO59kdVYf5/eeIea2tcRp/D4K55dwHm+6OwUhXnU6nagYonD/p+w5eIwedTLPN58lZ8Wd3DrPRsHFKhztv6PwY0E/gjV37ERVf5SjV9pwmHqobj3DT1sLCVKls2ypjsJLVhaszKDr8nGKukJZkpPkw76/5TJFrXq2bUoCnZb8tem8vu8Acx+9g7jQ4eYRrmlzI++/18NjX11PgKs+YDvKTBkBGYE/HwE5CP3zMfziLFh6uFzRTFh8OhHOdtr6XWi0ceTMSeeaR7PLxNnjp0hb/yTp4cMBp9fL4JADXZiOaI2XboMFh1KL227H4IaIEA0ZkRqG+ixcrR2g3K1gmteByaUjQjPmUTdaJ4+TntZGWnsGfQ/gyJSpZCfqffldjRW4Q2MwdbRjdrrRxGaQlxGLZ6ibi+dOcbjYw9K8Ntr6wojy9uMMSSQj0h8oWnrqqGwx+uwER2eQkxmLGg+Wvg6aBlXEqwdp7DKhDYlgSvY0woWOGdcQ9ZV1DNidKBSRzFyQTTBg6mvHEpuF9fAxGldlMuUasEarEzAVHMmiFbezekckOpWHi+/+iH6bhcqyJix2//h1bXMH7SHllOmnE+xWoNUoMHbXU3xJQ/25Y6Td/j3unB+FYQAS4zUc+sN7qCNCwKIlISuD8B4TiYtWooq1YIydxwpDA30RuWxelIpaF0FWdhYl+1/i0zPVVLY46Hq6iVVbFhEak8yCJfkkO2s5fXw4SBZikSEbiXPTcXS30d5tJGLaMtKioe38SUqN7XQ88zSDPc2Y09bzDxui0cRt4ef/soqIgUae++NlWmrL6Etcwr/eu44wDVjaTvHbd9uwr+nBHDWXp3YF4zUvpHdgD6l37iS95TDnrbO5b0Ewz7xbwn0P7CRRBwaDEHuo0Wp16NRiEKpgsKOeonZ/AKJQ60jLjvYFxcbmKmrSprFp8Apv/PES6x9+gJmJIaRtXs2+P76NavNOFk0VZCf6uem9+D5XrCt5amMeQQrQ5WzgPsV5Ll6tYdqGZXzlEQ1vnqwgIiIbhbWYcx1h3PHYnSSECre7CJbd/zhLh79lfWj3C6hm3U9+wgCfvfcJFeGLefy+FYTiodtgJinvdv55sX+kYMvwsPOVj/6Tlpxvsn1muC8IVCiV+ONPJ511tTj16aTGhY55obimNkoVWq0WnU6DS3LtxU+dR35+Bh2aThq6wFC6j1c+OE1tcy8DPxpk8fxMVMFpLMjPJ344CO2iksIGfwnBEfFkh6mon7eCONsVXnn2AHFb72dn/hT6Ko5y7L0PmLdlEzl6G2VlZXR2dFJVdhW1KYhTn3XyvV/8kmlhw9G0uZqXfn4aqxfczkGaW9qZtfMeZqxfJ3RpYemt56PDx1m79WGS9f4eRKVKuI8YUCiE+unQacUg1IvD1EnZlc4RKGKSE+msd7Pt20+zKDkSU9mnvHS1naiuQjb9y4ssSVLidQ5w6LV36LEouHX1elo6TjDrK99iagQUHd6NOX4tmd5iWtKmMD8vhX0llazKn+7r6R9sL+Pd3ZeYc8djJIf6/UucvYN1jX/gD3s+4YGd24kTbkfqIDKWrmd++bMcvTyHXfNjxwb+Ix7LCRkBGYEvGgE5CP2iER22J0xvqK2t5fz584SHh7N48WLS0tImL62riP/4jxfQp80izlFDdacTbeg0Hvlf32XL3CTfkKlowNp6iVLTDJ7IiUah8Pd4CXOzzhR0MDAlgbuTVey72EaFJ5yVyUE4B42ccwTznZVxKM0WTnfYSI6Kxmlx4fRM3GtacewtTjaoSUqKxdFZQsn+Ar783a+THmzgo5/9iOqkFazLS8VtqORwnYt//Nb3yFZYKCsuwB2XhNZkYsjmouv8mxx3reNrd0TSXnSCPefrmZ6ZDtY2jn54hru+9hhLUjRUnPyQF450sHbjGuJ0vRz/pJzt3/0+K1O9XLxwgS6jE421g8+OVrLz+//G+vQQWisric1eT1LXSUrrjEyZ7Q+SRaw+lyq8dJccoixmJfcsCaGvPYKEfBUDzb0Yrf6ZdEaThSFXH4b+QcKcPXS3dtJtjaC3pxdtwlTy5k7F1HqAQ2cV3Lo1lS5LMOtTY7B3grfrKqUdoZjP7cbk0DDbU8SHh4uIWnYrxu4OrtScwRPxJZZt/RoZCW/zo4/UfOMHdxNqqOST4sDeOyxGeg3tVF+6TGVVMSWWCB5cnUrxscvMv/PfeXhJDAUf/ZjWrM2kRJSiUHpRq9Wo1Srf8GbjlcO0Ru7wBVECT61So1OHM2go4r1Xaln34C6WTtOzbPNqQmMjCA9eylJXNOoIFbes0xCpUQtxiO/nsJro7enBIglChQzvcJCk1AYTmx4FHhctNV1MS8nm4qHDxK+8j9z4EF8AFxY7i/VbXRw58j6DrrtYP2OCQNTRw+kzTSy+7y7CFQrM3dUc2XeEPlUM62+7hxCVlyFtMEHNJ3l63wkUiiC+8cxPmZMUjNs2yMVjeyhqMPnqLfjX2lCNsu4PFNubKGxwsmi+hjdeLEWTuZRZniIKq6O49x92Eq8anT4v9O4KgbeApzg8JdgCK2f++Ap9C7/C45tzJg1CPQ4bfb29KKxqLEYLTHDKxuRu5QcpU/nxT4+z638/wTRbBb++XBf4pBC4TjOF59uZsTiM3b//gLZ+Fa6rB3i5RAgGnbT3KXGe3Ichayp2Qx+WIQv9vZ2c7xwkdMkiXFcLGFyaT7Tw0ud0YEZPWAgMVpzmaoeWhUE62q7u57MLDbisRhra2uk2vEKoVknWslu5Zb4w7CEErVb6entQjPSE+oNRqePa6DhhgBbVMJZqlRJzRymlITDb5UCtDsPrVaNUhhIcrEYZHMfqFXqOHqwmLt9IQX8k961JwlpR4jPbXHKAofjF5KboMbYW884fDpN9y30szYpCMfwCodAEM3/DdrxH3uHnv9/Nw7s2MzMxFBShZM+eSmlpBUN5q4iQn4zSppLTMgI3DQH5UrtJ0BoMBn71q1/R1taGUqn0BaM//vGPr6s0qyKOR3/wj0T2F/HMs69zeP9+5mc+SkqE+CD00NtYgydjAXHCC/7wugCnxUiFRcOmaB0DAwPU23TctzqKWZE6hpqtFFd4cLogKliDwqti+0I9s0NVIwsExjjncVJz/PfsKY7lwa9vIyVYh7crgdJnhaJvGwAAIABJREFUXqexz0Ps4HmKdTncf+cdLMuOQjWYRu2PX6VzCLKT44gihPnrt7F19TSw1fPq5SFyH5mBre4wb+xv5rYH72Neuh48BjpL/ovqpj7mRGooLuti3Z0PsHP5DMJUPVSdvorV7gC1ntyFK5irVjLYdJ6Si1fBGwT2Dgoqe5m6cz5JoZWcb+rAMVvP6Iy2MbWa4EDLjPWbqH/rTfYOzKDBmcHiRCUXLzqYvXUjWRE6LtNLjX4la5elo1LMxl17jIGOfvoUK7n/9iz6egexeoReUzdWu57tD91DXKSOauExG51IdEs1ybnbadnzGy4Fb2NKtILS6mLsrQo6HH5vPU4DVy430NPQypuvqdianz2Bv6DRBWHu7GXq+o3ERIcRGqGlsVNBdJye2vo2nAsVdLa6SF2mB5uHIWMX9bW1hJnaGLQ4mHPXl0k7c4SDJ4PYvmEWXmHRlTqYmCnLuH+nk5L6cnZ/up8rlkiC1eMDCDfvva9h1xPfJhMVcRm5bLhlI3rNaE+o4LgYhPppD1cUKqKTwjhX1Mh3nvga7objPHdoiG/fMp3BzlJOHTew9q57CQ2eYLxYQLe/i8qQWXwjxf/iJPSir7t9G0feeI2aklN8dukEivhcNj3+IzbZ+3Bq3Fx+85c87XARu2QXD6+8jZwlbhReJz3tHVRHejh1qooZT/wvvpwVOuIz2hDCNTOI073H4csd7JqqosNg9o0GtPUO0RtaT602FIU2hISEBMJ0Qg9gGNu+8QO82rAxL4yBGlEdEkF6ZjZJERpMjkoqAgn5QPQwOGDAbB3g1O5XKQ2NwuGe5Lat1pGcrqahXc293/h/CPa6cdHPsV/sJubxL3FvdBDBKrevrTXONNqNZhav3khWpBKv2kHF0UM8/+s3efyRu0l1OhgSFqXZWzm09wIW/POtDe0tWELTyF+wgKW+NxEPXRVnaG43wHAQGhqVzvKNW5gSPNoTKgbsYlW9jj6asdLR1ECtNZyhNgMhKfN4cEc0+3/zOkV3PkJekgenW0OI28T+379EYYsLm+UClZVuLG4Nv66/zJSsHCCU3oZ++oe6GLTbKC+6SNaKjaSHWGiqrR1t1+HCY/J28VhWPcc+OUjsQ9uJC9IQlTGTyJJCzNYVRIRPMDIkOi9TGQEZgS8EgUnuZl+I/b9bIzabja6uLt/NT5iE29zcfJ1YaMldvICspASC0+YzL2w3x0ym4ZXfYmjlZHDAQmyk3tfb4o9BXTSWmxmIDCI9UkP5KRMhydFM0+vQqlyUtjtQRYSiD4KmhgH6dKFM8a8CCOiXvb+JIwUdrLz3PtJC/A/8IYsJlzOBeP0Ap3efJXPFQyzLiUHt9TLU3U6PI5LICCGuvMrZFi/33ZOKSuGitfAM1dostia7OPvqSbLXfpvZaf75ejjMmFwasqP1mFtOUW5N5Mk5OYTp1Fjri2lxxLEhLpy2suOcuNqFQuHB1l1JpTmeuxOUDJQeodqWzrbMGLzd0Vg7TAjr7/1IeemqucDpgvqRVetiYBQ7ayWb5/l7bQQAVLp48lcv5tmfvIB68/dJCE5g0SwrH7x3lAce3DoGI3tvGadrvCzIW054VyFFdR6OfnqFreuE7iw7RXv/gG3Bg9y7LtWnp9BmsHCJg5auQbTBepYvW0Rz9V46tOlMiVJgb+/9v+y9B3hc13H3/dte0XvvRGXvvXeKTZSoQkqWZEmxZCluSZz4/ZI3yasUx3GJYlt2LKtXS6JYxN57AwmSqEQjiF53F2V7+Z67iwssSZASbdGO7XufB5hz58zMOed/7u7OndP8cr1NDfQYQinIWMD8CYn09ttvKDf4pq+3hwlLl9NafBRZwQKmTUmntcRCxupMfvqfZ2ic7qLCnsPESDm0eLF0XeNysQ+N3UR3rwqNPo5Jy1fR8LP/4WBCDDN9FroJRanUkjVlJVnCPNN4FbPy5xBv8GC+XkajK5Yx2cKiMjulp04TFqKEnkCtrM2X+exk2Q0/9gGsjUxYvIg8f9BLTmLRFKYUv021M4Qcr51+R2C3BJ/Xhc3qRKUPxai+/eRKh7UPZ5iR8MH3MYVSQ2hEBHqVnPDs2TyWGcrWI2WcObyLxupSrCEZ5CQmkyGLYda0TPQhWixX9nDoQj0lJ05y1SRj9NTp9FYdZfdVGUqdkWkLV5M66AdHp2aR6FXR11ZHSWkDLi+0NluwOC5TbFIjC4ljmjFq0AmVowsJG4qOBvfXzWlXbxflly/SolNgb2mHvJslAvcdlYc5VtKAqb+TOVOfY1HktTtHQmUacuYspOtnr3FA2YuvtwuZzE5NRxOGg7tp0YIxMpNZC6YNv6jJZGh0wri0nnFL1pGYco7zJ3bTGa7xr6jvq2vBNbGQ3KOdgUp5XZg7mrmm7h9cNOTD3GnCc3Pwuvc623adZsDhvuG5ED6d6eOmMyVLmEwzQH3ZZWyNWpydzchjx6MzZDN7fjW/2bWT5AdnYbFZCdWHs+zx77EsCCbxs9x8YQ+HqrRMfuBpfJ+8yoEzyTx635O0lZ7m2MVy2ivP02ksoCApsFhJmAp0oieJ//77x3l2zLBBmUKB1W4NrKSXBuSHgZFSEgL3EAHJCb1H4Go0Gn+ERIyE5ucLiyK+yKVEmGMmhDc9lm7aXE4UcmGV8426MrkMT9D2Pt4BO6e7neSlRREu66PYLCMvXY1OCd5+G+fNHvJzDBiVXiquucjLiUR9h5UUXU0VVPXFcb9/gQv4vA6qyyoJLZxEguU6n9a5mbo2HSEQ6/VYKb9cRdz4heSGeWjYcRRl8mQyEnT4HN1cvlJL3Jj1hHWVc75BzZpNcSiF8K3PQ2fFOXp0E1mXbaDmvfNEZS0mNlwNXiuVp4vR584lvP0gr++oYd7aFSRqnFw93kLShImkqswcOVlF9LiNJBugwetBwCX4Co3LZvJ0YblK4BJ/uDRhN/9igjCfLiE+hDpTN4JvFJe3lKLmQ1zv7h8y6fNaKT1eQcLoApzWWBbdP4uKQ3uIyy0gWiXMdwth/JKpfPrZEVonbBDQwdZnol/hxKcaDFkDcrWWjKLJTEuWM3Bkn99+WVkJEel5tFZbSRozDU3zOaqdscJ6CnANVsHrps9ipbWmmC3HtmAZcBIeV8uZA32kzn6KrPAC8lI+ZPtveggtuo84NVhRkpg1jbUb5xBqrqf9/fMBY+poZq2cyfHiKqx5oIkK8fdnb9MlPjx1neWTU9n58vdodmtxmFsxeUJIignBOdDL2Ae/y/pwFc3X+nEbInB1VFPerOWh+8dhGHxYfT4rVz49RFO3PeCECqUq9cRG9PjnzmZ5PP6FS4Mt+0LEH03zev0RSXFcIFhRHZ7C9OnCm5AXndOEOW4c0/NikMu0hLjMfPb6qxRfNaBMsjLmvifZEBeYoxx4Lkyc+s0hmqesJlV4R/KYOL/jALZlE4nNn8b6/Gn+oi5+cpXruWtZXRCYEyowBf27uXTxWSxctgZ7Wzn2ogksTU7EdfFWC6GJhSwyxNFY6iYtUSf4/3e83MIwuMWC2wWp6flEuk1oQ314y9oJHz+BVLWH8LBYhOmxwk4awnB8W+kRSs7GM3d2NKffeYsKC6RPW8nUaAvKGC+x6aO5L1HDB0cPBsr2Oulp66LW3jnocPuwmXqIEddHWkyY1NHonU2cOm/h/mcWETU4NUP4Xmu+fJL6qlYmZQmLFKOZsWIFk5PC6Svdzs/KA0UkFE1mzKXdNJkdEG4gRKXE1nyBX773Gf2OQM+7HVZixixjyeAsJ4XawKSJY/nR6RagiPiiWdyf18vxt6y4p69jQV6U33h3+V6qjlpunWd/m9XbdwRcypQQkBD4nRCQnNDfCb7bK0dHR/Piiy9y9uxZ/1YEs2fPvr3wDTlWzh3dw3ZtD57Wi1y2OBg9dyJxQVumgIbo+Eg6KjtxkosKH6ZuBxVWGU+n6xmob6dBrWZVrB65sMCi3U6dS8GSZB1yu4lSm4JFYSpUMhdtFVeo8cQxqyjphloIP/ayvgH/cJwQxGq5dJgjdTJWPTyFzqvbaGjuZ55aGLJyUnlkLyfbQ1n96HjUrg6Kz3eQvGA8UUro72imtNHLtGUpqGTluISFUAPCD4ua7vrTfLj/Oise/QuSXdf4oNxO/uYxCCNh7p4mTpT2MGFzDm3Fb2BLX8TM/AyaSz7jyPkGJjz2EO72Bk5fG2D2+hz/8GenuYXQhFkMz3CVoQuNJjU0eqhtohN6q9PQx/l9e9EXrmZ843G2n81j9fR45i1b7de9UBow4bSYqJdpmFgQxanzINPIuF7TRv59q1BY2/1CUWkTGBVyiROlTYzDTv2F47jHjWH+6HjOnAo4K3KFilC9kqZrlZh6beg1akJTCwhNMlC5X1hl4qTx4kXc+cvwd/3AYBMGWnn3jcOMX7WAuGOvU/DYX/FQoZbdWz8iMj8JDWry8nP4+D+v8uym5M+N58TlzOH+HOg6/z5yldIfWe9oqEbtSUDhc6BPHcfX16/DUvwhp2xFPLI4h4vv/ICLtkAEs7enHU/iKDSyJvShsaRlZPjnagq19fn6aQ8zIO4AKuyTerX4KB3teqaHOmi+0M2onOG+GWzhHYkuLIqw9lqaHJA63NGDOk5aqq5Q1tInFE5Texf9jhrKPR1+Z8kQX8jir3yP5Y5+trz2b5RXlWJrCxgJPBdWOu3CSv7AZW+r55QtjWdzvuhKNyc158/iiCskPzXic7FHriLZ4OaVz/Zy/6PP3SDvsAU6XBsWR6i3V6zS59KB7noOf6YmZfoqkj2lHDztZNVXZhOtD8EYChVHTxA3bjmhinJO7D2F3aekUZHOYwuj2Lv/EHkb/5b1MQEnr69yN165D41Oh8YXWNjjr4BCS3x6LmPSwocioT31XqyDI9iOtka6MpIJl9tRqcNJycggLsgJpb2C1tY7N0WhjmbhE5vw9LZQ4nX5X1a8tgF64mfwj5sW+pWbLm5h57k+vCni0HlgOohaWKk/eJnqSyge0LJhaEsAr39/Xo1SHFUSJcFt60OliUQ/uE3TcE5QyuuipeYypbWd5M9chjigEyQhJSUEJATuAgHJCb0LsO5GVJgHOmrUKP/f3egJsulpIZR++jGVdjuZCx9j07LxGG/qqciMfEL3l9JsnUm6xkdjjxV1iJFUvYuSHicRkfrA1ktuD/UmG8YwA8lC0MepJErhZeflLgxOD+WHTxM3Z90tVYzOGs/c1Cu8+sPvo1UpiM6dzOoND5AUqeFQ2VWSp2Zy4OUfcEArhAzHs/n+dSRF6MDjIDpOx7Gdb7JNcz+jldX0hWSSE21Aox7Nqmmn+OCn/8Yxg5KI6NFMf/BRxiRr6Skrx6RMY0yOMKTtpaf1Gi2ksCYjAkeDEdPeD3mpbhcJ8Xps+mzyk6Nob7pAj76QMTFCuLeTxmobWZMSb/gxv6VhIzB83n5KdnzIKXseT69bgK81kp3HT2Aev54IhbAxO5jNPcjCZSgNUSycMxd35xW/pd6rx2lw57AgLRzX4MQ+hTacceOTeKuhiXFRegrmrWHd/CQufvo+xypaMJ+rZMGih1AZjVg6k1m2osg/hSIsYSqyvlK/A9V/7Tx7S2DlNwbbo9EQpVZhHejHFmUgMTKJlY9torHuAC/t6CFz7mIWCwvQzJXsO9XBtPmxnDlSQuH9M/HhovriDn700jGULiv11mTW4fNvEu7ybxpvp6qsFl3iVP8LTUtjK/qUiagUg8Ovg5gJe+e6HA5cbmGen9BNfTQ3tJE1PxFF5wU8wmbmDgfqoUiosBF80KbiMjmhUWlkrS4kmwbebtSyYNHgtIwR+mVEVmg8Y4zXuVDTR0phyOCqdB9er53K4lLUCSEkJ4cJoXssTVUoo+NJThYW78nQhBmHFwuFJbNgwf1MSguUH3BC2/n4n3/lL1bY4L2m7AKalEyi8OIM2tRfwMztdOBwqAORQLkClUJYQW+n9PBOesbHkXsHJ1Qoy+vxYBX2t91yEG1YOLs/3MukVB9m0zlefeltmhwDzHhkPXI/pk5/JF+M8Xe3HuOnL5WiHnTsHKYm1OPH++sdFl/A8q88SVRvKQd32ZizZhFR7h46nE5io7NYvFDF4aPbuKpbTs70ZSwaJby4BK4lax7y10vYwN/rc9Pa1IrPkOHfgSKwR4Sw4bwTl1eGPjSCmNgY/xZVwufV123A5nXhctmorawhL3cmGioQcBQOU3AEOaFOl9sfyQ6U2sQnr/yYvVoV7v4etOMf848CuZ1O/6byfd0ttFmsGAf3d/V53P5nTNAN2AnU3tpSwi9ePoi5V8XkFWvxuF20lmzjg6O1TFryBHFaeUDP66Tx+jUiQicNtlokwtSdMqxR4xE3GxFzgqm9v5mzJ85gjI/i4NYL3L95ArefwRysKaUlBCQERkLgJtdmJBGJ9/tGwBgzju9+56/Rq8SfnVtroIwpYEr6MS5eaCBpehrjxqUwblBs8tQUJglf+sK9UsXUSan+LWmEW5/KyIsbhLlRTi7seBNZ2ixmDW4eH1yK2pDEmu/8HWuCmYJWXzUXa1xMe/JxFuRH+8sI/IAP1lURzoKv/TMLhvSy+eeJ4o2a6Ru+zYwHbl3AEjlmLf9vaH6WnNjCJfzLvywJKC57jp8OTgYTy/LT+LX8YJLgs7mxXDnNVeNMFqeLP6limZ9P7d3t1OmzeGHzbPRCdDdrBpuzwO3sZu+br1FuhpD4dFYUpKJS+4jQ6DAN7pYUUbiWv8npo7LiPFXl3YTEj0GtUpA682H+boab5svFJMlDsHW2Uhcyin9/eT1nD33Glu0dN1YsfQbfun86MmUY2fkRNNX0MW/zA+QalYGhXkMkUybo2PvBLpImLMLTVsapExfpcGhZ+RdfQX5mH9u2NtDcUEPhfc+wJF/LqXdf51e/7mHNkkyWPvA005fkox/oYNfJOnQKH62XDrH1yGWsHlBrx/HI4gwUzkbKq7uZPDsRrdpDapoXMbDkcbXy6cv7aSCR+9ZGYr26h/LQRTyTrqG/00X9ld38z8vnUQ05oS666y3MnRNoqkyuJD49n6IQB8c/+Cm63AWkh3zRKOMgXIpwZq+cz48+3MnkzA0k6RRgbaOi0os1tI1FsxcGNpb3ehhoLKMrOY+x4xKHNjwXrPgdKtM1drz7K04J+1MNDqcLTmS7qQ9h51Wf14vNFcGsKYX0t1ewa+semq2BOvh8emTX3+Dl/YMLttKm8uK6majloaz9zkuDQ9QB2ZH+u+ydVJ8sobbNw4Ynv8f6aKgpO8XVkgHCUyfz1MPCNI7AJQwdv7bzMqoJ00lXyPwL9KYs3MiU+ycTNujYmasOcbAzHAV6UgszMCggNL6ItU8U0X7pM15+twJZ+jhyw1QYwrJY9+hz/jr6P0NiQYPU3l3Prh2fUu+f65vAw49P9I8yBOLDA1Ts/oSa9l58sj6Ot1fc2Nau43zs6qDTmsUjRaHQAb3dF3jz5WY0Q04oDHT3EDdlPchUJGTP4KsPjScr0oCtsZi9TeHIsXLo7Ve41ONDwHr87OUkR+lw94Gr5igvvxx4AbSamlCkBb4j9Inj2PzwJL/DLJzkdPXkFra3xPLCC2vRqBR0lh3gjV2D8x0iM1h339CXjb/lLks95yr7mbw2H91wIPUmdEDmk+F2O+i12lCo1YMvQbeISQwJAQmBL4iAzOv1+oQogbB5cGdXN/qQ20cmRAcg2PZIPCF/JP4X5d2NfnBdgtN3U1awnpj2eNz4XE6EYXXxGsmmkDcSfySeaOdmOiRbv5f13/oZBSu/xt89vuSOTqhgo6/5Cu+9e5LJmx5mfMKN/TZk86bChvlOrldWokkqINY4fLKOKD4sJ3ICtLvkff71k16e+/ZTZAq7pt+m/TdqDd+JdkX6Zej3tpby/tu7yVv3FeZk37m/xHJFeqfyg2XEFog8Z187je1yUrNjUDn7qKispLMPUnPySY0NRNxEWZHeqSzRfjAV9UQarN929Qyt3njys9MQ9roXfnhbqq/Qb0wlJzESYWqssJl4bW09UWmjiDbe2TkfKsPZw5XyFlLzigjViCubPQx0NtLlCSM9YXgrb2tHDSZVMkkRWuxd16k1acnJjgmKhLrormvEHZ2IsLVsU+l1jLmjCFM6uFZRRWhaAVH+vTvBMdBFa7ODhKxENIKzFfRcDdVtEByPe4Az29/mVH8+Lz4yC5Wjm0s1NkaNSUUrOjs+L53NDTj0cSRGDJ+6I5jwul00NTegj0olWjgpaKgsOw2XrmLIGUt0YKpoUN7wC6FYH5EO69/4chXM9xsa/OcYaKeisoeM/GzC9MNOsLWjmlYSyY4bjq0FlyHaEHkiFfkCvZkn3os0WCaYJ9q4mSfee1xm6ivaiMvLw3iHbZecfR20DfhIio1DYe/kUo2VUWPShvsFH/1dLfTYtCQlRX7unGCxfIF6Bjop7/QyJiNw4tpAz3Vae5TEhsvo7leTkh7ld5hFnc9rq9hm7GYOfPwe1xPms2lBnn+hpX/ucRCeQzY9LprryqhrHyBn3Ezih7tqyNyQ7BDn1n4Rs4JlxbRIRRmBjsS7mS/KiDRY/3bpYFkxLdLb6QTzR5IdiSfojMT/ory70Q+uX3D6bsoK1hPTd6N/N7Ki/WD6+9T/omWNJCfUeST+SDyxfTabzT8qER4e7mdJTqiIzE30D+KEtp7nH36+lbRpq3lkySS0d1g4JFRXGB51u9zIhH32gvYxDOQNRmluatdID8cX5Qkrv8t2vUdp9FIemJTgd3TuVNZNRftvxbJE+mXoez1u3G4vSrXqhohXcBliXUSeSO9UfrDMzfri/Z2oqC/SO5U1kh1RT6R30g+WEW2JPJGK/JHoSDIiT6Qj6Yk8UUakAl9Mi/RmWfH+drKinkhFeeG5F5xu4Sh7tX+/0mHn72bZYNvD+qJzPfwZEfVEKsr+rvp3shecJ6ZFKpZ/831wfe6Ud7N+sKyYFqkoG2xb5IkyIg2WCeaJ8jdTUUakwfkj8YLzhbQoI9Lg/JF4wTrB6dvJ+u0J00yE71GlCqV8+Fn6wvp+I8P/RiprJF6w/eD0SLIj8YJ1gtO3kxVkbr6CZcW0SG+WHel+JNmReILuSPwvyrsb/ZHq+fvWv5t2jVTf36f+Fy1rJLnfBtebnVBpOH6kJ+APxUuYxD/+U2CuktDhn3fJZHJUarX/w/15sl9OvoaCZY9TODjc+uXY/N2tyITTZzTSo/y7I/nHYkHYLF6Ff2vOP5YqS/X834vA4Pfo/94KSjWTEPjTReAOs1/+dBsttUxCQEJAQkBCQEJAQkBCQELgD4uA5IT+YfGXSpcQkBCQEJAQkBCQEJAQ+LNEQHJC/yy7XWq0hICEgISAhICEgISAhMAfFgHJCf3D4i+VLiEgISAhICEgISAhICHwZ4mA5IT+WXa71GgJAQkBCQEJAQkBCQEJgT8sApIT+ofFXypdQkBCQEJAQkBCQEJAQuDPEgHJCf2z7Hap0RICEgISAhICEgISAhICf1gEJCf0D4v/l1661+WhscuGxfn5+4x+6YXfwaDP7aS9sZ6OPvsdpH7bLA+9bY209Nh+WwM36FnNrbT1OvB5HXS2NmNz35D9uTf23i5aTVaGe8DHgKmFqvJyWi12ui9t4wdvH2PwFMhb7LnsfXR2dOEKHNjt35i9u72RAccgY1DDYzNxvbP3Fv0RGR477Q1N9AW1xW3toaGlhyAWYKez0YRLMOJx0dHUisXuwm7poMM0AC4bTS1dOL3Drbu1PDfm5gYqysspLy+nsUdoqZPO+lr/vcBrH6yItb2S//7+y1xs7bvVjMSREJAQkBCQEPiTRkDa4fuPuHtdA92cPnOB9AmzSAnXCWdSYO6y8D8nzGxckk74nU9qpKq6B1ekkcLIwNGBXzYUpppjFDtyWFQYj93SyPu//DWjHnqB5YVCXb+8q6vuNG/9dCvxG7/BI1OTfmfDDcXbOaVbxeYJPg5/+iETH/4mmYETxr6Q7bbSw+ztG83jC1KpPLmTC3V9KHw6dBFqstRGOs9fJb5gA0EnQ/rtmhoruW7WkxjSyv4TjcxfNpu22gZS87I4vO09CtZ8i7yYwFGpgoKt8TyvXdTzDyuz2HfoGC3dAzfUz+dTkzV2FtPGp0BPDe98eoFHnn2MEP+n3k3bhZ3s7C7kqTWRDFt1cGnndjzT57EgQ8veD7aTsmEdqY37OWUr4pGJOt7bconHn1lHrFzBQHcNh7Yfp3PwuEzxVA2VTIfOqEImlxHhDSU1Ss3RX79De0EuntJDJD7yY+4vVFJx8SBej4szF+opSBzL5zyyN7RPupEQkBCQEJAQ+ONGQHJC/2j7z8O103u50pXGmMHzp4WmhEaH8vWlIUQY7twwj8nMzqoB5k27C+/qziZvyPVaWzmwdQ+KJaP9fE1YMpte/Ca6sC+/PLkLLOZW4nS/ZWDf2sln27dQUtvlr2t/Xw85q1f50931pbz645cQIZ615jFktfs4Vtrqz3dZzWTc920enxY4z9rPHPwnk6vJHD2TyOgSPtou5/Enl6BouMihulo6G97kpYOC6+fD3t+Lcfx6vrksmbZDpXgnCe6pjYojuzGMW4PCXMr1zmRy7e00N/uQaYyEq120dJiw99ppb4QTR9pZ+c11BLvgnZUnuVDeRl5sM7/8z4/oVGt49T/+LyZFNt98biHl1c001tbyH6U78brsGJJnsPmx5cxaM5WPLlex99RZTpQ1oO1pQm/vwuS5RP0JBbXNvbz5upMHH3wEvaWVTrOe6WtnEKISjzxUoA+LIEyvQS6X4XYLsdYeVOpoZs6fRsl1G+OzlfRVHeVobQoPvDCfhgNvcPRSHPOL4lANe8TBcEppCQEJAQkBCYE/MQQkJ/R/WYe6B7q5eP4Mjd12ZDI9BTNnkRtrvLWWfdc4eL6L6U+uJ3TwV1s46bO6oQ9VjJFol4crzb2oQtSYO+20eSEpWs/4OA0dTWaO1vRS5fQR09G1WDKfAAAgAElEQVRLckgIMbc7A9E1QHnJWaqazICGrEnTGJMS6a9P9YWDuCPS6aoop8vhQps2nuUT0vH21PLR9j0cKx+gMP0kZeEzCLFcpkdfSFG04GG4aCs9zemagNMXkTeDeflx4HXSWHGBTmUa6o7TVHdBRNwYps7Iwh87dfZw9shpWvodyOWJzFszlTDBvWm/hioulAtHylgzJoER0LoVv2COPoaVDz3LykFexYFfcmowHZVRxJKgSKjP56TdsITRC2OIMMq5/OG/clXu4NShz2gzO/1aPdfKqHP0sFNhIc7TTEtXI80tNnZtGaCvrhzjrOd5eno49VfNZI3O4syW1zAlxdBcW4k1xEbFmSqq6s14C0cT31HFpYoT9BnjOH9wH9erL+DOW8+mXCtHzlXQ3a7ktDGefkcPpWfP0hzUrt6WRpxhafjcbuJy1vDic3MINdfzX++fp/lqKZbkmXxv0ywMKrA2HeWVd9vwmOq5aI1j05JcfANjMfV/OhgJ3TcUCf2P9y7x2FfWEauCrm4vlvZ6LpxXolOITqjMXwsxKirXGBg9tcDvcJsaqunOSCP0+kk+2NvAykc3kmxUEzl3KQd+s43D7hUsnpgc1AopKSEgISAhICHwp4qA5ITeo54Voj/FxcXs37+f8PBw5s2bR1FR0R1L87p7+Pjlf2Z3eQcOjwyf20vE6TNs/Oo3mZMTSuCnXTDho6P8JK0JEyiM0cDgOfNedx/7rvQydbqBBI+LvRc7MYXqWTUqkrDGDrZ1eciM0GBUQ1e/i4npcUyIVqKTD1serqAPt9PEgdffpCmsiImjczCVHuODn7YS8y9PkeBr5rNXXqMmeQ6PrJpGWs8l3vno1yQm/ROjQ8LQuLqIGj2Z6fmjiDFa2PfaXkLWFlLk7OfE3vc50RnDqmm50HmZn7/7FiHPPMfYKCsnd73LkbZw1m98iNywYn62fStJBd8iR2fhyNFzyMITyTU288b776MsKGRljo7q8gpS568h5vgFajoXMi5mpPYMt+yWlM+L0+7A4fb4s6wONwGvF7xuF9b+Pvr80TkFWr0aV+cFtlyJ4qkVubRcCyV1diSR5jRC4uQIsdg2Vyud1lSy0xMJ8xnR+zo5pNWSkpGFJlyPcUwu3v4znDlSS3iajrZ2BZMWpRDu8pDmaediTRmmplKuxBaSn9TOtkv1FD7xHA+MNbD37SZ0MyYxKtNIYriKlot61iwI5/LFvaTn5iLEYy8d/4S+hAUUZjio6x85rNhSdZwW3RL67S4MKmE6hhytOhyLtZ5jL79P94MPMr8ogukr56PRy9FkTGOaV0+fTM59iyeicthxyYWIrRxDRDzZo3IxKkd2QmUKFRE6hQAmTbU9pCZmUHLqFEWLHyLJEIhea0JSmLliHqcPbGebagOrx8Tc0k0SQ0JAQkBCQELgTwsByQm9R/3Z1dXFL37xC0wmk7+EsrIyfv7zn9+hNDdNh9/j/fMdzHroRZ5fOwnThS38/X9t4cCe44xOX8Hw1E0bTXXtpKXNQe13SQWzHjoq+2gN1ZIZoaapvp0evZFvzoojWienyaTkoBDMlIHb66XTqeDxAh2ZWgVCxOqWy9XL4bf+h8qYJTy7bjxawKozc+DUUUx2N+rSo1QnTOfrzz1GXpQamUXOgYMl9ArBQI0CS4uboiUzGV2QTO/lnVzxZfLcqFAajrzKzuYEvvHYamL0grMYQu6Wn9JitpPpLKPcksSz33qesYlGHI2thO3rCCzw0YQxd/FSPE4bNcVV6HwyQg1GnN3nuFQXwrK102irP05Dm5lxMRG3NOeODE8/lw7v4Ux1G8LSH3N3M8lLAxqWllq2vv8aIQLQJHLfE6vImLKEaVv/h1++XoPJnsDXot1cOnoZ1eRlzMmMRG8up6Yvg9ysJFSyaDpPvU9f+wCnitN48qEZmOvqaNcIQNlpqzYz8/EnSI9Uc624mtIrFvIWzkafmE6sxkRJeSgFBRnUXm3AkR9GW6ueqRHDsV63o5emOgs2j52u1lY/VuZeG1ZNB7akaBIT5QwM2OhqruXYARdaaxet3TbWPfYdRp/Zwe6dMtasn4HS4cAhVxOfMY8nXwyh9HobW3/0Q6o0uURqfchkwY69k6bmHtZ+7f8wCjnGyERy8wsIGxqOD8iKkdAA7QS5guTcWI7sq+Fb330R76Xf8KM9Bfyf1YX0tV1m96cdLHv6L4hUB5d1x56TMiUEJAQkBCQE/ogRkJzQe9R5LpeL3t7hlcuCU3rny0VnSyeEJJCbk4FaoSAhJ5/kkB2Y+lqwCYvKh9YPebD1OQnVBS1tsds53uIgIz6USI2DI9VOMjPCCNEIkSYHl7ucREUaCVFBeVMvTqOReMXt51BaWio52WHk0bX5fgdUcHIt3Z3YtTHEKk2cPH6JUdOeJic6EIk1N9XTbY8hNgq8rZcptqh5Mi0Buaufi+cvEZKzlAT7NV453c3CrzxGtLg2qbONNrWSKRGhNJw8iiJxKqn+6QcO6osv4EkcR0wI1Bx/l4+OX0epVhFj8NIqSyEzxkn97uNYkseSFhOGxQA9NscwzD4vF3b9ir2XAy8CQkbAIQph2roHmJcbF5BVhjJ5+YNMXh64DR6Oj0jNY9HDLw4tTAo47DLyZ6/g2L//IwOFzxKtimD6/HRee2MLac88NVy+gHxHNUea7BRlz2JKQifFFfVUnTrB9NlZ/jcCS/URTlyX8+wj49FGZ7DqPi37P9lN0vQ1TMw0UNDpIcRQy6s/P0PH2GwadKO5L0Qw3Mu58xdpLYHW7PHIo8KJ0uv9i500aiUujQ69Xo9Mo0Uhk6FQqtHp9ejQolAIGGnImr2Kyl/+iL0XUlmsG8BCqL/u0RmTmZfhojU5khVJ+YRp3HRUnqTKkcqccen+le6N1TXoY9T42gPN7as5ys+3nhrEN9gJDWPhpk1M9o+wy4nKHMuskDNcboM7jwvcAKN0IyEgISAhICHwJ4iA5ITeo041Go3+4XchAqpUKv3D8XcuSo7eqANbE+0d3bi90Tg72mi3uwlRG1HeMKoqQ6mW43D5N9IJzLXrdHCx38djmUa87d2UeJSsidGhloOjxcqpPlg9NhQVLi42uBk7TotGefuIU1vtJQaUMUTrA4+Ix27m/KWrTFi8DlVzDefrZKx8PAUh1+20cO5cJaOW3McovZNLWw4Rlr2YzHg11vYaLtTamfZEFqb6QzR1GViTIjjPPnBZOX/0OFFT1zI6+jq/Ot9H3kMTCVeCx9LEkeJWJjzwFM5z7/CrY16+/pd/RZy8j/1v/pDUaSuItzXzWnEzY1ZvJkLpwu0C1Q1AyRi/7GnGLh2O9IrROYIie26rmWv1tVgGd49qvG6C3EBv2Xu7Kb90np7BhV66+GwKk8MR9A2hoXTWV9JlnUl07HSWL/PS1tPLoGuLz+Og5GwZOaMnca3MQNHyNXQceofG+PEkR7goQUPu8vlU//RjrtRl4jz+Nm/saycqM5Wwba+zo7OJ3NV/zabZo0lN2cYbv7xK0ZPf9eNz6dg2rKHpJE9JZHyGkV0lVlKiVAjvPQq5DIVCiUqlIyo+gTBXFxFxOUyaPt0/J/Rc9flA45QhzH1wI+fPtGJPAm1cuD+y3l19jF8fauLBeem8+w9fp9cQh9vSiskTwrEYI70tdYza9O88laOksduMMzwR+urwhM/g+a/OIGQQW5+vnzOvf0xvv/icAgoNYYYBuq3gctrRSKuQ7vy1IOVKCEgISAj8CSNw+1DYn3Cjfx9NCwsL45lnnuH555/nhRdeYOPGjZ9TrIbM2Usp0HVxfPvbvPLzn/Nfb2yl16liyox5RAYFPYUJizFJITR2dQZsen009gzg0erJCPFyvcWB26AhI1KFDA8NFhs2pYZ8Ya7kQD91HiUpOhUKmYP6U3v5+HjNLXVT6Qw4O3oY8AgD1HYuH9hKtXw0C6ak0Hqtkpb2jkB0FhvF2z6izJnJ0llZyJydlF/tJWlMNiEy6GmtokuVzKgYA2qNHmStdA0GJuvPbmNvcwzrFo3BWXOFJl8sY3OjkOGlp7mOOlssE7NVXKtsRJlWSLJewfWzn7KzpJfR+cmYW65RNxDFxJwwZJgwtchJiApafS+TIZPLUSgUt/zJg5xQr8dJr7mb7u7An8UaWGAkgOJxObD03JxnoXjHDuQFD7Ipo4cPdlUwgIzM0bOYmhGIJgq6bqeTXo+X3ILAmnWZzEzlxSayxhSgVQReANS6VCYUGTlzroKimatIMaiYtO5Zvv3UGnLHTGXW+CTUChVpUTFU1egpyg7MDR47fxNzR0Ugk/noam9CYVBzZc+blNS2Ep8znexQN9Wn9vDpoasExYZv6WdjdC7zVk5G7uj1D7kLtepp7SAxKguNWkHimLn85V/9LV9dN4tZKx/le9/7Dg/NyByan2yxdCCLj0ItYC27FWsBZ/FVR1iBf273h3x2LZT0aBvXq/rIT5Pmft7SKRJDQkBCQELgzwQBKRJ6jzpaLpeTlJTk//uiRWhixvDN732Pjz/6gKv19chkmfzF/32AKZnxwyPxfmMK0gon4H61jKblY0nAR9cATMkJQ+Nwc93lY1JqSGAOqdNLa7+XCZlR/lXjPp2O0eH9HCjvQmExc6WkmSlrpt5SxbRxi1hWs4Vf//g//I5O0YKHeHZhGlqFk5MXqxi7ZhGXXvtPjss8hI5extOPjUWvU4EvgvyxWXyy7y22KdeS2tPDqMmTiDKo0Y5awKNLqvn4v19ipwKSx63g2a8WEKH1UtU8QNLUeWQLEUevl54eE8kTZ5Km1aMryEK9azsvvbSLzLwssgqm+Ffom6q6SRg3nXSdAmd9GeXyscxNHpqzcEubbsdQh8QycdbgJFCgQtkwtDreEJXIxPlLh4bjPU4Lxz96jzPy8Ty/aiYKVzbOHUcx9+dg7bmG2eGjrq4BfepkVFoDc5etR9Z/BRjAWn+F9pBJzM4ORd4qQy5XIleqyZs0kQsl/YQmT+WJbzzHuSO/4O8bwpmzYi4xCgfXrhxlX7WRzZu1bH1zHxs3zCEpXI/H7cLj9FJR2cio9LkoKvXEJ6eTGSvM4AWdqY42/070Lqov7uBHLx1D6bJSb01mHV5s5nZau3rx+OxcPlVPwoyFaHBTV1eHsWgaannwWnuhW2w0VdfQ3ONEm68AZzvVdb2MWZOE/PpZ+s2t1FZXYxiKhFppMfUNDvKDTKmmaNY61i5RIuu5wus9IWxIFeYWSJeEgISAhICEwJ8jApIT+r+q1+VEZ0/m2e9OvmFu3UhVVCQWMjvxPGfONXPfjEQWzEgZEps/JTmgL3DUKuYGJuQF8uVaHlyS6o9unvhwCxH5S8mLG47eiUYUujiWPvY1hl2zQI7TfJXyFiVz7lvG7E0R/ijX0BC3ICLTM37984xfL1rKZpyYRMPoFS8wZuWtq6jzlz5CvignV5I760FxRJzEKQ/w91MCmWJZfjpjAy/MAJ97gHPnKkiZuZTYG6YtiAa/POpxeVBlTODJ/PFoVXJQJbL0wYf8eJacusxVkxtNRBELxqehlAl7emrxDu4hr8+Yy7OP93Lx5E4uVtQgS5iMQSvDmDWd57OgdP8vOVQJcanTee6BSfSeO8WBrcU0ObWsevRRCuMh9Dfv8PFHu5k/Vs/pw8dRxEyidSCUGUtSOH+xl4aKK1ibAx9rc0Mnwsah6rAsHn72LymYlIbGbuZsWQuhKjkDzY2UXq7D7gFl+mLWTElAZqul6pqVOUtj0elg9BgjWiVYhAkUngFqLzZgjZvO7Nxweiu30pmymJVxCnqve7B0XefKRS+aISfUSVOneWjupxAp1RnDiAixsu/Tw6SMW0uC3r/i68vrIMmShICEgISAhMAfDQIyr9frE1a+CgtpOru60Yfc6pCIrREdAPFeoCPxbscfSXYk3t3oB9clOD2S3ZF4wTrBaY/Hjc/lJDo6eoh9O/2R+CPxhgzdlBhJdiTeTWr0tVTym52nmLX2QUZF37g7/e30h/keLJ2dKEJjMaiFoVRx0DRQyrBccKleWk68xk+O6XnxhY1D2+uMLBusN5wWZUUq5ASnhyVHTomyIhWkWq7s5qOTVh54eBUJocNOTbCMaE3kiVTgB6eFe3t/N1ZZKOFaH71mC7rwGGHBv/+6WTbAHfm/KOt1DdBj8hIeG4LC48TU3UWvzUNIRAwRoVr/tk6CBXP7NeyqKGIjQhB2zRJOErJ0d+HTRxBpDEQ33U4rPaYBNEo3pj4HhvBI1B4FhggdVksnKmMMOsE5FtYu9ZnodWuIDNf5FyeNXMsAV6wrHivtHf2ExcSiUQRWxft8XlxWCwNeLREh4ooyEE7sssnDCNUpcQ2YMdlVREbqUQ45oR6sJgtefQghWhm97RZU0VFo5S7Mnd1owmPRC5OW/VMXBujr9WCMDEE1uGWYWCeRivW/+V7gizyRirLBeSJPlBFpsEww72b5m++DZcW0SG+WFe8FKsqI9Ha8YP7n6Yv5wTaD9YP5Ylqkom6wvMgTZUQaLBPME+VvpqKMSIPzR+IF5wtpUUakwfkj8YJ1gtO3kw22J6aDZcW0SEWZO9GRZEfiCTaC+WJapMFljMS7G/1gW8HpYLtiWqTBcrdLjyQ7Ek/QH4n/RXl3o/9l1HUkG3/udR2p/b9Nv9hsNhwOh3/rSkFfckJHetqEuYB/BE6oWPWRHo6ReHfzwIys76T25D4aoqazIDewYf3tbIp1u5mKdkV6L/WDyxDrIfJEeqfyg2Vu1hfv70RFfZHeqayR7Ih6Ir2TfrCMaEvkiVTkj0RHkhF5Ih1JT+SJMiIV+GJapDfLive3kxX1RCrK33x/O/3byYv6Ir2X+sFl3Fyf4DwxLdKbZcX7e1nXYNtieWJ9RBosE8wT5W+mooxIg/NH4gXnC2lRRqTB+SPxgnWC07eTDbYnpoNlxbRIRZk70ZFkR+IJNoL5YlqkwWWMxLsb/WBbwelgu2JapMFyt0uPJDsST9Afif9FeXej/2XUdSQbf+51Han9v02/3OyESsPxIz1tEu82CKjJnL6CrJuiprcRltgSAhICEgISAhICEgISArdFQFodf1topAwJAQkBCQEJAQkBCQEJAQmBe4WA5ITeK2QluxICEgISAhICEgISAhICEgK3RUByQm8LjZQhISAhICEgISAhICEgISAhcK8QkJzQe4WsZFdCQEJAQkBCQEJAQkBCQELgtghITuhtoZEyJAQkBCQEJAQkBCQEJAQkBO4VApITeq+QlexKCEgISAhICEgISAhICEgI3BYByQm9LTRShoTAl4+A1+2kf8CKx+v7Ysa9bqx9VtweJ32Wfty+L6j3xaxLUoMIOG39WB1uJHSlR0JCQEJAQuD3h4DkhP7+sP79lOR2U9Noobzb9fsp74uW4nXSXFVM8dX2L6pxF3IuWssvcKXBfBc6N4r2N1+horXvRqbPS+e1Wq619n4h56S/u4ma6lZc3hvNBN/Zuq7y9qtvUN5uDWbfPm1v5IMfbqXO1MShrVvZf7KYHtvtxYdy+ts4X97M7Z6CnuZqqlos3KGqg6as1Jw9w7Ue55Dp3zrh89BeV8HVJtOQCY+9l9IrZfTYgmtqp/FiLb2DDrel8SpXajqx283UVFQw4PTSUn+Vhq6BO/SLj97Wao7u3s3u3bs5fOEqNpeLrtorHBrkHStrHKxHP7t/9n1e21OK8/MBGaq7lJAQkBCQEJAQ+N0QkDar/93w+4NqO8wt7Np7hKIFq8kePLbT2edgV0knOWPTKLxT7Xw+zpV04IoPZ3r88FGXd1K5qzyfj/aSTznomMDD09Lw2Ho5sfNTesdtZlJu/F2Z+jzhlrIDvPKT3Yx97m8ZnfZ50iPlu3B4+zj45lt0bXiYmZmheH0+fF4X10rO0xI5gcQYfeB4TZkcV1sJb368j66+gOOki89mzdq1aJsrKS7TkpiZgEooxuPgwsGP2Hn22tCxqD6XjcaGJspb24gzDuMeOW45zywbQ3Cg039ChduDx9uNVZHMsg1LqavrQo4Xr9fn/xNb40OGSjl4tqjAtNSx84SD/MJklAhtEeS9Q06bpbWUdw86+dqzq4k2qPynmcjlcuRyGR5PwBMLnJDho6vqKOcatDy5vojA4aHCWWsy/PIeKxcObGPfuVrcMtkNp6IIx30mj1/MA4unYlD5cNkHOHP2KIaC+8hK8Pj1+zurOX+ukkUpWbjVbn/7lUo5WttVXn+nlo0bFmIuO80BSwFxoQbOHT/OzNh0ai+eoi99AclRehSybnb+5E1KBmw3lB8SmcG4cbnEqHx4heNBfU4aL16gzhFNsqyWkv4Q5hSm0H55J+WqHKJNdTSaR5ETpRdhlaiEgISAhICEwD1EQHJC7yG499a0i/JD2+gOmef/IRbLUkcYeOG+bP+Pscgbibrae9jb7GJDpkY4UG0kkd+J5+lrYMe2YtI2L/XbURiiefCb//y59fptCtWpw9DI2ulxOn4bdbx2G132BNY9EkJdXSWffPI+x3tjiDfKMbe1YteUUXFKS29zHWnr/55n543n2RfHD5fl7OdqdTkXy2pobFRz9pQcweeJzSwib+IK0qZpiAo1AC5K9r/HZ5pCNjwyFa0xgbRIDT2mbpSacEr3v87uku4huwEn0Enr9UbqfvojwlWDR9+lTGR9tpNPDpf6ZR2WNloTFvLzF1YN6d6Y8FC57z3e2VtFSGzoUJbgar3xyn/574WyojJGs3pKEq9/uCfAc9lpbOkkNDYeo/cdnj/ipSA11p+njkxi+ZoHyItw093UT3zBJHLiQ29wAvvaKqjr7sAjPF7WWn7xj6/RFRWK9tqb7H3XxtT7v0pe33maG828/cqPkXmsNDbA0z/4J8bOWM7K0MOc+ew9Lp8+w3VHBb+oVtLe0kVlWxfWriZc5+pJiP0ek5MdWC0hPPDtb5FjCJx3P9TIG44LtANq4tOz0baYKchJp/faeT4+6GPjMxuJaD7Elr1HiFy7nChdsAUpLSEgISAhICFwLxCQnNB7gervYLO3pYzdO/bTQjgTRmdRX1pBVM48Fs3LGY5CCfZ7rnKkQsHS57MQ3Ej/5fVRfbWLeq2RBYlKSmtN9KpCcZrMlDsgLc7I4mwDrVUdbKkdoMbqY2t5Jw+PjSBFf5tHwdHLyUOfca6qA9Azbul9zM0LRDKL972LM76QljOnaBpwYChYxFcXF+JpK+Enr31KeU0HTTveR7dkFaO4yvGWEBbPGYNRCZ2Xt/Pe4Xp/tWPyF3P/kgI0eOioPM2BRg3jtNfZe6GRkNg0lq5aS1IIYG9j54c7qDENIFdm8/DzK4kGOq5XIU9MpupYOeapaYQPwvFFidtt5sK2dzHHTGD9xlkMVISx8L6/ZFWelos7PqU5aiIrZ6ZhuV5FnyHghN1g2+fD5XTQbzbT647A7uij/twRKvqi2Jhj59P9ZSzYtAHFlc8oNiey+fFMLu++RMJ98cReP8sbO8pYsOYhxsxeS6dtF2UNPX7zKn0oi+9fxdWffUjSC88zLmz4/OW+nuusMUwkuyiWtnNb2NsWScne1zlSYQlUzdrBtUYPr/zKzLq18wEDE5ZvYv2ifH9+Z00JteZIJkxKRe3o4OCOAyTMW0lcFPzN3xTSeK4SZWY4B3acYPTSlWTbLvH941YemhyHTZ9KbmoEMsGSS3DsAu232+03OKEOp4vgqa9awxi++jcbSfL5OPvZWzR3V3K0I4on//pZ4rU+ZLZ6fvXvW6G/lR0VZpZPnkt2kYyCEB+7LIVsWmRg35ZjzNrwOLWH3qc3YyGTkv0xZ/q7r/L+Kz8hVHl7JzRrzn0kAW6nmc4+C0Vh/Xyy5QRFSzaRplOjGDWHac2fsf2jfaxYN59Y4UGVLgkBCQEJAQmBe4aA9C17j6AVfpB37tzJnj17CA8PZ/Hixf6/OxXn7rvCD77z/6jXRZIYE8pHxYdp7rAzeWUh8+blBKl6uX75BAOjJpAb5g+P+fM8Phenr/YRNdaAY8DB4SoLphAvG0bHUNDdzo+q+xkfZyAlXk9kXR9rJ6awMEWBVul3J4LsC0kvA121fPzqJ2gnrWLzU6n0XNzJL15+m9SffIcM91U+e3sPpnz4+hMbmWsq5sevvsrJ/B8yPT6PSekGSH6IJ9ZOw6CTcfTV3fRkfwWFq4s9H3zAaccovv3UU2Cr5Uf/9hafRf8la4sMXD55mBNldjQPP81TT43mv7/3K0rHziEpS8GRE5VkLFjDXF8jP/6v1zhWNpd1hUpKSyoYtfQBbPv2UNm8hGlJQcPSN7VqpFuVIZkNz3+Ls/vf4WqjBbfVzPb//i47VQYSIvR45ZUU7+rFlzqLb29M4OjWdzlSUkd3l4WwmHjUCh1jFq9hfEEWA23JzJk3jsruq5Qhx5hexEOL+nl7z0GUjeXUtlupLa5gyYZF5Ib1su+tShY9/ij5ERro66KqTcHijZtJNTo59ubP6bQZiU7ppr3LDYYufv3DN8h74GtMDJdRfOFTBnRrULV5iAqLJi0vlQ1j9IQJw/ytZ/n3vQ42PzyPSK2cGsFV9Lby1r/tYPwT3yDa1c6lc3XkFqbgaCrl8KUBvrZOQMdNxYkd7Kyy83Dc7JvgkhEToeW9bZ9iW7iKoswYVDIF4XE6zl24THut/AYn1OtxkTC2CMVIj5fw8tBUSWhYAlfKm4gelxSYwkAsKoML3ZVtfP9gOQ9+ZSqOuEJmxSppaXEwasJEuq9XEZZeRKismzZLNAlhoI/IZM3mzWTqb++EKjUyKmrBZWqiuzeSrisnyV6xmZQwn3/6hQIF0emTmaKvYuuRizy9cvJN7ZduJQQkBCQEJAS+TAQkJ/TLRDPIlslkYtu2bVgsFjo6OvxUcERvf7m4dmQ/V9xaFq17hq8uyefa0ff411cPjKBio6PRTGp6nH+eojiYbm0zUyNTMy1MQ0drG53KEJ6fHkuiXk57jw+dQoZCAWaLjXwbtZEAACAASURBVBqbksXJCoxqxchD5HYTBz78BNfEdTy0MBdh9qI2ORmN+jpOj4vm08fozlvEN772AOmhSmTKOAxKmX/o1Usv5Vd6ybo/l7AQPc62sxTXaZm3OpX24jc4bUrh2SfmYzSowJhOZqQHh8ONtbeJizVu1n71BRblx/odVJ9OgUalAE0YcxfOw23v4/yeY5j7VMRFG7E1H6GsM4712UW0lu2gpdMMSVEjYHZ7lkwmR6WF0NBkdOE67MZwFi0ZT3WHmm89sxJhZLb68G84YYlFbQhnzponGTe5mJ1Hull6/xIiBqd2lu8+i0JvJDA1U4depwS5h65OC462BgqnLiDkupkx0yfiuXqScxdSMassXL1cRdrssfgHyuVK9AYDRqMKjVJYN6gjNjmcS21dmAYO0xE5hQ3JoWhVBpZPy+H1j9/H5tUwb104vS1X2HtNweOr5qDWa1GqZBgMOpS+wNxVmSyO2HioutZKamoiLu9ZTLZ+vNcbiRhdSIIcbI1n2FkF69esJSHEy4RJ44g2qlHr0lky0YM+Lo0Ni3v5dNcnaBfP5NKZYmxOL/HJSf55r4EpBAGv05/uqeaD95vIL0zDZqvmk9dew+jz0dbcRt6yzSxO62Xnb/ZRFreBcQY7vR4vIWGpFHz1L4g+UkLjgQ84059AbvzwPM1AGW6aLxxBs/T/46szQS5XojMYMX7ucDxoojOJ7TqDO30t08PaeHlfFc9sWE2Yrofjb+0h/5vP8rQQeZcuCQEJAQkBCYF7ioDkhN4jeN1uN1br8Arovr6bVl7fUq4bS48FDNGkpSaiUmlISIxFpxlpAwMvDpsbvWZomQh4HVyptaGJNpIYCgdP2klJiyFKKw/ktbiIiNITqYWSi31ooiKIVoxkO1CxzmslnOuL4rkpGX4HFJ+btqYG3JGJxHra2XWyijFzvkGaPxLrobW2gj5ySI8HZ81pyn0RzE+PR+6zU3vuHJb4sYzSNfLRgVpmPPoYMYPD/56eeq71GZkTH0FPxV46QzMoSBYG2b10lZ6kSzuK1Cg48fHL7K3oxajTkhKtxRlVQG6UlfIPT+DNmUNGlIFuLdicwausfVy7sJMtu0oQe0J0kpJn3M/j8/OGe8HTyYUDJYzNm4rMayB90nQMH7/Jicp5zEru5uyVRvJWLUXtD7K6qT1zkrAxD9J68FccjlzN6ilRdPR2EJETi8rtwmL1oFC5OLH112w/6mHtV8ZRtudTrjQ6OXXmMHqdHEVkHw8sX07pzl/wruMxnp0eDqYyfvXDKnRKL73d3axZCdGJGbTt2c8bTiernpmOADkoiMyezYLM0/z0kpL46AiSQ8aSff4N9ldNZEXwnASvl/5+D5okPcmJCZxsbkWdn0qI3UVLdxddNVbyZwRWdKljRrNy4gX2vvIDaru7kBuiMGrkfgfTbTPzoSaTp57czIObMkGhIWKGjO07DmDIHk12lAFL1X4OWMewfnwstu5rnKnvYeXSJSSFWLisTmLy0qXE+XxcPvoZwiJ/Q0weMyaV8f72I6SvS6FfTmABGGGkj84lpSiPHKsDLzKc/c2cPV1O/sxF/jmb48ZPITw2CjwtuFEg7ynl+z/8CLtCRfAXm8vuJnXyCh5aMdrf3wp1GKMLoznR3AwxQZ+h4adBSkkISAhICEgI/B4QCP6u/j0U9+dTRFhYGDNmzOD06dOo1WpWrlz5OY1XotUroL+LhuvNuPLCuFZbx4A12KkSTcjR6JVYHcJ8vMDlMjs4Y3IxYXwohv5eztkULIzUIviwzi4bxX1epowyopU7uNTmY/RENeoRh+ED9npaanEqIjEEvC5cti7OljYybfFD0FxH+XUV64ui/Q6Dy9bD2YvXGLviflJUNs4cP0fkqDWkRCnw9LVTUt5M9oyV/P/svQd4lNeV//+ZXqRR7w0kUYQQiN57x4BpBoMd4+64xIk3PZvn9/vtPv9NsiXZ7CZZZxMn7gF3G2xjwBRTREcCoYJ6731mpOkz/+cd6ZVe5JENXrA38TvPI53znnvOued+70hz5lZtexVVZiOzY3Qohc1Q7l6unjhJcNY6pqb6OPZWCckTdhFpUoKrk9yzRcRPvQ/F1Xd4vzaB7//wacK83Xz4x5+TPO1uQi0NnCvqJHtnFsFKBwIcBm3/GsH+VigYPW0dfzdtCHsxCRWo9OVorKQlZAqjDK1csGWxOSmOyXet5vcvPUuJ0knU0nuZlhqCwufD2nSJ4o5MlsVYuVpk5eKZj5iaOIP8Si0rVghrJe14fV58Sg3JU1fx3YUJxETomTNpPj5rEy+9eYKZ61cTbu5GHR5DxkM/pqzHBVoDU5dsYeeUiUToPJSfPYE6GDT6OLov7CPlke+RqXdw+fQ1YqdkEq+20trpQOvtpaiiifRZKSzdupGjzUPvC38bfV76fB5Uei2x4Ym0H6/CrR5LkslGTXkVZruHVQn9o8cqfQgZ2UvIyJ7D2X27ybMksWXjInTdlRzbewT7hLmMjgnGoAn2uzbExmLSOKmpKMPVqqOvsROzs4ri4g6cljZ6lfHExcUShg2VykhMQgIJPh/1Jj0NggeFiuTZa1hjKUL4/qCMDaffcw/vP/csaXc/QfNrv6I8ZBqRqk7KS+vpcCtRdFdSb5rFPz6aAl1tNJriCdc6sDvH8PA/fYMkSec2Fhzl5BXb0PY7hcI/Suz1eHC7nGiVwhS+xEBmZQRkBGQEZAS+FATkJPQ2wWwymXjooYdYv349KpWKuLjPO5ZIQ/rcRSS/fZXTb/+R6hMhOM3t9AbKQTEQmxzGweYWvCT7E6PmLhuNHg33JKhpvGbHHqRjXIwWfB4a2210KjRkxWnAaqHBq2K8SonH3UvBwX2cV07m0bXXH+hkCI3C01hPQ2cXBHu5vP8dumMWsWNKPLXHPqK1p5GmBgtmpYuc11+jKXgm22aNAkcL5fW9xC6ORuFw09NeQ3l3MBvHRKKnC53WTFlFM6PSDDRePcThhkh23DsZY8sVLrUpWHLXWHT4sLXVcqnGy7wtcbQeakERNhat3czV48+zrxDuXpFIe10eNe4E1qUGgaeV9kYNY6KlQ4A32rlOKvOu+DdWtV26gGPsREJcdqwuK+1V+dT2ZvC9b0bgc3nwKewUnrnAxZJGuj+cxKypK5jhPMXeV19HP3UXYyO0+GwWuq2g03koOf4652qG1in63Hbqmzq5Vl2CaSDB90eZtoj0TVPImpBKc+4H/P5oIT6fisQGOyFNJVg1YRjUShyWFk4UF7N5QjJXjn5AmWEh39uq4I0PjjBt+oMkho9hWTj46koGl1kIazM73L0khgYTpI/G0FlKi8/ArI3bqbzyCceCJxEdOnRcVD9qWrIWrMF97D2e/eUnBEekMH36SpbMGINpMM/v49Q7L3HuWgP6kF7cPWocXRZs7hbq1WY8jl66LfW88nIcu3aNwud1YjWb/ed/CgfDD71CyFo+i77KUzhdDv+GJ29PBV3ObNISg+gJiWLFlvvJ0JbwvrAxafsuFOUfsvuy4MGHubkRe0rCDW9Ia879kPPtDubdOYv2pqvEGOPQaUaeFRiKU+ZkBGQEZARkBG4lAnISeivRlPhSKBQIo6HCz42+9ImL+fH/8bL/SAGu4EhmpAfxwgvvBjBXkjxpNrr/OE/Vuhmk6Xw4FSrmjo8gVu2mWKth/lgD8UKy4PZhU6tZMN5EtBp8wUEsG+WksM6MobOGvDpYuyP9U3WkZK9kZ8chjr69x3+g+aQVO3l8QhQep5mCy5XMuXcn3Z+8xkteL5HT7uTx+WkDPqKYs2w++68c5GTYKiYFeclcsJT0CCMq3VSeuq+dPUfe5KWTPuLTlvH4U1kE+Xz0VDqYOP0OslOFZMjrX2c4evYqpsWH4Zo3m7Sjebz0Uh5pE6ewZpWHyUnhOKs0zFi+jASdmt7SPEpMM1l/k5uS/EE7zVwr6yF+tofLdcEsna7kg7f+QkuXk2/84hUm+Ar5rz2vkR+byJhx2czc8i1mbxlors9LRG8V5b0x7FoST1PhJUqqqqm2ulgcFcOM+37KCp8kCR0cCV3HxOj+MT8R/MJjr3K0oIvYWRv56U83Ye8s5/23PqA5ZQW/vkvPWy+8wWsNozGERdOW/yEHa8J5eNdiYkw+tvXup7vLjb6nkCvVbfQ1XCEobJF/WtreUUa3w8R4czk5FV1kzUin6kwOwtkE5RfO0BO1lHPHDqMLi2V8nI6C0jr/eZ2WhlLqzR6ylm4iqOochZcOU1ldQmJsEBpdCMnROryJ2ayLyx7ckGSpdNFrm8DsiZGDMmFEuLW+B7u9nPdeegmjz0d7WzdTUsBhaaX4cj4ddg/tpUWEpMwlBDe1F85iy1pK+GDCK6Jkpyb3PI0VVSgNk1C4zFwsaGT+tAWoqMRpb+DM4cOEi+pAd0MZFvXQl6y4aRt4ePYofI42Xv19PgmrH0OjlIdCJZDJrIyAjICMwJeCgJyEfikw33glCZlLeSRzqf8DvLf00MiGEeNYknmWnFPlJK5MJz0tCjGVnDAuigxxulmtZsKYaPoP5hHcaVk6O46l9HL4xRMkTdtBYsjgIU9D9alNTF99F9P7j/kclLstFZR0GFkzcQ5z1q/yj1pdP7WtI33RVp5eJJqMZts4kYfICSt4OnPlYIIilAgT42Hp89kmNgAlEaOnsXP0gN34pTw6XjhmaOiIIv+0evYKUgSZq4fT56vJXLCRG0/5B3wLRGEke93d6KOiUKbHE6yx4cheyqr0UQT7oZnIU4+mUlVZjlmp6T+aSGIekjyJHeOiCNOosesNhEYnsWrbLMbG3tzulolLv8HE/mb6vSvUQUxespmU1BQMGgXbHr6bq1UWYkeNweCs577JacSY+kcw0xZsQqHw0mPXExxsImj8AiaNEQ6Xt3H59Akipz5AXGgzVrt0BBKmrrjPX5eAp8YgbGbS+u1Bx+S7FhMzcJC9YvEsYXs97XUlVDSZQWNAp9MSFGxC5x3ql+DJa9g+MLft7yPhAHuFGp0pkfUPPkpcRhJ6n4+uljrsukhUKjuGIBMmjY+QGStYkjEGHB3k5lUx9o6H0KFi6ppt6IUBbv/CXgVag5HkifOZOmoMru4G2nRxLEsygRkUSg1Gkwkp8k6DDvOnZhQclB97E2vqKmalR6AYmqyX9KzMygjICMgIyAjcTgQUXq/XJ4zauVwu2to7MJqGDrMeXrH4oSKVB5IJ5YHkNyq7GXtpLFL+ZuqS2om8x+PG53ISFSVskul/BfIplASSB5KJfobTQLqCTEhCf/jPe0iZ/xjfemTewFq5IWtHTxMHDx0nc+mGwRuTxNJAPoWyIbnvutt5hPeA9DWkJ5V6qDjwO/5cMY7vPbqGSK1kF/Qwe6mVlBf9ilQok/JS3UC8qCtSQaex4GMOXdOydf0CTPqh45mkOqIvUSZSQS7lRb2R5CPpSu1EXtQVqd+n1+u/bUjgh2Mu2olUtBOp314yqirqjSTvt8N/s5JwAsBndZG0DtGvKBOpKA9ERR2RSmOSyqRyqR9Rx0+FPhnoF+FWJmlZv72wG37ovTcoU+A/akmhVF73RUG4KUqKteBPsBdunRLkwk9/HYGxEusX4xWfRdpff78vqUwqF22lMqmuyItU1B/+PJL9SPqivUhvt70Yh0jFekUqyqVxSGXDedFOpNLyQLLhfkUdkUrtR+KluiIv0pFspPJAuoFkgo1ULvIi/TyfN2Mv9SXlpXWJvEileiPxgXQDyQT7QPIbld2M/a2INZCPr3usgdr/RfrFZrPhcDj8R1cK9vJIaKB32/8SmS42k3seeIDgWMmB9JLYdKHx3Llth/+PWyK+QVb48O1XFd5cN/byYRw1jx2TJgwmoDdmd3u14ieu4IGs65Po21vj/8D7QNLzP/Bwk6b9/Sz29U0afzXqAkYBah5KJIfer9fJBuyG24qJ5vUuRVyk2qLsek35SUZARkBGQEbg9iAgJ6G3B9db4lUTlsyCxcm3xNetcaImLmMG8X9VGc2tabnsRUZARkBGQEZARkBG4NYiIG8JvbV4yt5kBGQEZARkBGQEZARkBGQEbgABOQm9AZBkFRkBGQEZARkBGQEZARkBGYFbi4CchN5aPGVvMgIyAjICMgIyAjICMgIyAjeAgJyE3gBIsoqMgIyAjICMgIyAjICMgIzArUVATkJvLZ6yNxkBGQEZARkBGQEZARkBGYEbQEBOQm8AJFlFRkBGQEZARkBGQEZARkBG4NYiIB/RdGvxlL3JCMgI3CYEHOYWmu1BhPuaaffGMCo+hKGrCW5TpbJbGQEZARkBGYHbhoA8EnrboP0aOfZ4KKlo54XzrZwq7+ZAfjt1/isW/zowaL52kveO5OFweW9xwB6aik5z4FTJLfb79XTXXXaavWfL6Whr5vyR/XxSUI934Nz6jso8copb8NwANG5HN4Xn87Bcd4Opk+pzZylpslznoaPoY85WW/tlnj6Kcy5S2dELlkYOHM/vv0n0OouRH0oufEh5u6NfwVzPR++fp0ui3lV6nP1XGiSSftbZVcf+w2exeKTvTzOX939AhdTBpyyh/dpJDpwoxx6gTBbJCMgIyAh81QjII6FfdQ/81dTvw9FRwpt7DjJp23fIjhUD91Cc38JRp547J4Tjbuvh+Wobs7PE8pukHg95l1ooDg3jnvHGmzS+AXWfh/pL7/NWXSzPbJ7nN6grzqcnaAEMXAV5A15uSKWv6TK//7fnibn7OzekP5KSx9nD2y88S8iUjYyL1vuvmSy/9BFNoXNZOEa4VB3QhJCSrOHcc8/xQa2dYL0Cn9dNT48FTZCJIG3/n7qlD5Zsf4hV2fEoPXYaKivIOf4RJc12lAoFydkLuWPJPKKCxX8NHmpOvMqvj9t44pu7yIgd6BNHBwdf+ROHynqJCNHh8XmJGbuC7XfOIMKg8YfU03iVTz4+RVFdJz6lgnHz1rB2/nSC+q7w818fYd03nyI7Qe/X9fR1sveFP+Cb8w02ZYXT2tqGzXX9VZgd9W20VymwTMgiO9uEU2Gls9dFVLAGS3MFRb3BzEo3cezdP3GosItgXX8bfB4XXb4kHn/6HsZGGFEq3DQXn+L1K838+MG1GNXQVHyKty82sX1stj8e8ZelLpeSsKlMj7bT2NRI7pnzGL1KFMZ2TpyuJyHFRERwJMrWc7z51ieU93iJjQqir6MVRUg6Czcux3v5JBM2P0lD6QXUkUtI1lkoOvMxl5tNjK2MpssQTmq0gksf59GdGUplpRNQEhQajb1oN1dcmeTmlROmbqWiopGmjnZcLieN16rQn80nQg+GuDFs3LSJeGUXzV1D3wD7eu2cOfQX0G5lXEx/3yk1OmLjEtGLXSw2VqYyAjICMgJfMgLyv6EvGfC/2urcDi4fP4szY6kkAQUsFvY3uFk0K5SUYDhT2ktUVCjhX3CM3dll5WizgxW3IwEFvA4zF88UEzd9ymBXzNz8FLNuwy1QqqBIorTd1HS2D9b1RRhr/TmqW8NIbbjGuUqHPwltKq+kw6hD2xHkd6kIG0d8cjoOi5n5O37C+okGfLZO3nrnIKMWrmVWShg+n5eDL/8Sm0sYL3RSf+kge051s3j9/WwZG4VaoaCr7CTV3c6hJNTZwvGPz9BWqeTMtQYyYscONMGLzdpDypIH+c7asTjMVbzwr69wLD2RrTNS6Kk8w1/2HCZp1Ta+e+949BoFbSUnaO+DIJ+Lnm4zTs/Q9Zv4vPRZevA5PTitbRRdOUer5fok1NbRgb2hm9wLfegG+qvXp6a47iIFVwupdLXyXncKfc5IVt67k2Xjo/2x+qyNvPDGSdxeH71NRXxy9goWr4L2s3v5b00PQh5cduEQvVEzOHnwPSKSM5g/ayom7VBv2dqruXSpgKqWBrRX87DrrHS3dZJ77hzRqdNYM3MlzzwSxD9+5OLvHp1B7p9+hWL1M8xPaOedUxbckkHM1isHePW8lSnpOs58/C45tlR+tXUszQYjvsYizjUrsNaV0hW1igdXZ1L67Gl6ghRcK3Yw884NJF44S6u9C0dtM8HJ6aSEKIhJmUlCpI6yD97ltUKYmBKG8CcoXMmbMXEcnZX5nKvqv6JUHxrN3HA5CR3qXZmTEZAR+KoQkJPQ24S88M/f4XDQ19eHSqXCYDCg1Uo+1QLV23CG7//7myTPWMuYvhMcKewlKGwmj/7gLpINatyOPqpO7ea5j4oRZubCY+dz35NriXLX8PLPn8M8625+vG027roc/s/v3iNu+h08vHEBbbkfsvvAZebf/31mR/bw1m9/RV4naMPiuWPHw8xLUXNy34scyHOxcHEyuYcq2Px/f8iksKEVdzZzLYX1NmZvTx+MvLG2jd1XLBT0+bBcbUOZHUJpi4fMbB14vVgcNj45302BBzweL5mp4WxINaJR+LB09LD7ah9dHi8qg47750Sjqe/gP66aqe8Da14z7qxwpkXpAtwj7sVh7SLv2D4OX23E54LkKcu5a90sTBofVz/8b847JxDRXUJhfQvWiCx++OAmImwVPPvn3eQX1RPatget9x7WJNXw+4/7uG/XWiIUfdRcPsIHJ65gtXtxBk/kycc3EqtXU3HmDY5WhTFGU8Tpa924FRk8+uMdJKh8OMz1fPLBAS5VNWG1hrH1Ow8wPT4Ea2UubdGTcBeUUeteSsoX+GvzuJo5/d4pJmz9LmNq3mL31SYMGhU97Was2loq7VrsymjuvCcVw0DP9PZ00N6ux2fv9r//zN2dtBuFuWcfVrvHv46yt7WSfcdLWHTXI8xKjfAnK4J5+NiFhA/2sI+eyquUeyZz3z1ajhcU41w4Fm2ALxgaXRRJSS5KGrvw2XQc3fshUcu+xR0z41D7+pPN6PGLENJC3+dMIRuj0pg9ppif77noH830uHykTFvFyqnxcELFlh3zMbrs9LkUGLU+2kNn0t1QSq9hAlOmJHP1Yg7Wni7a2/uTLl9fFzZH/9y7NjSerCla3F4FMxauobexkD1nKtn50I8I1qv9OOiCw1B7Otj37LOcLiiny/gbeuctZ9uCxShavQTNXcT0oFaKu2pYunYdCSYTF9/7Nw7nNlHRoeTXrSfoqq1AUf0zTkycyPhBPAcYtYExM2Zw95rxeOovUnGkiUsXTxMxZS2rpiSjVipoOv0Gr5aCIjidVUta+cuHV0let4E4AfykFIK9wTSfyyc8KY20KNCHaPEKy0m0IWTMyGb5eB2fHDvD6JmLGRsVhM9r4exHh0hZvJXkUB0ht2GSYXgz5WcZARkBGYHPQ+ALfCx+nku5XEBASD53797NsWPHMJlMLFu2jB07dnw2OE4LlZWVlDe+g2NuFqkxjZy58j4vvR7D0zsWcvXtf+O5N0tJW7yAOIONwk9e52f/0sr3HluNgiYunC7Esm06TVdOU1FWSp0ynS3Lsii+mktpawhb9HXs/vmvOacey7RxJrpq8/nDf71E3I920NPWSGlJK16DndHj0hmcjR2I2FpfSpc6nfiooU+vhDgTGVVW4lJj+UZWED3NrRxU6FkcoqWpqoOXy5zMyozkJyl6mioa+Vl+F9lRetI1bk63+Ni1LBFjcwc/PGOlosXNnPhQ5lRZ6EyP5RuZQ/VcD5oPc1Mx7/3lA4xTNvK9n2bgqr3Ab//lbXKnT2BxZDufHCuiLjGGh3bey3ptC3/891/yScUatkwaz/p56fQZp/PIoxuI1DnIe+VFfDH3EKZo58ibe8hzTuCxJ35EhKaD1375S14+PIm/Wz+K/JwcSnqTyb7/cX66tIJ/+tUrVDXvICHBS111I/GLtvHjTTb2PPsrzhV2MD1eTcHZXJKXbic1/3VyyxykTNBd35TPe/I4Kcr5hJy6OpYH67F3NpO25nEemhPDub2/onH0A2yeoGP/e3uxOoTRzf7sMP/4XrryVfjcdiqr6qnutlJu6q+7rtrCjOnQ1VBEjyKZ9JjQkaNwWTh3Ip+Q2atYNkdF2and5NSvZmnKp9vhsDRS3aZi/NxoetvqKGiNYGd2BMLEvGS8c7Aup6WdSycP0R7e/8XMY7dQ0dJH2oCGMD0fPOcb/PSOdFrLTnL0lAVVaDQGdxE2u5eqY6/zSc9Yntwxn7jYcHra27GZnBjCwzG42jl9dD+Nuf1T/T5XL2UtepYJqxaM4aSMDvOPJgtfFM2qDoxFnYxOSyfU0J+EKgZGWe986GGs//pLbKu+zcNz7Dz3rV/QkjaJyLOHqVIoiDe6efHZ37Lp/u8xe8szxIb+hQ8883l6dQIn/COhP2V+goXLJ42E6qB+sPXDGRsmlYnqa3nUp8UxOkwLGjWGKAMtl09zLDePVmsXhVfOY7umo7WzA7dCgW7cBGy1ueTWAiHNGCIi/I4t9Zf5oKyVgoJKSlu6uBKsw+ezU1VQTES3j5SkDFZtWEJk/6qJ4cHIzzICMgIyAl8aAnISepugNpvNnDx5EpvN5v85fPjw5yehA7GMnrGCRx/bhMlTge8Hv+BqVTGtnSmc/ugy5rQVPPXNbxJtdHHU28JvjhVQ2rGKjEkZnNxXTFVnJ9VlHcSmj6Orop6G7h46OlshbTrK8lwuVbbgiIugpaUPq9lGb30pZW29/poVajvzNz7NhuwQlAOjVyI85rZmlNEzMAwNjtJn8VDSDSuyteBzUlxmQxNlItLo4p0iC+My4lic3J8I6CLUxCm8CJ/vHoOOZRla7J197Cmy4FaqiAzW0OvoIq9TwepJkkrEAAaoz23j0pEjdKUtZeeKDH+SYzeEEhwajErpoT7/ErXBk3jykc2MDlaBuQOlemA01dfOhePlRM59kFCtD0drOcfy7cx4ZhRd+W+S0xrH448tISJIDb5g4iL0NKhU0JTH2fZQtj35FDOSdfTV9ODyhhIc1J9gjcqc5o/u3Lu/5cw1B6vuMNFXn8+Zai3LtmQQYjZwoKkNJiQNtsbn9fhHh4cnaAqlEpVS6U+SXLZeOu1ecgGbwQAAIABJREFUskYn+O0UShWX3vkdTUd0dDaW4gn5HUVGBa0WDZuGVhcw986HPns6HnDbe1Hog/x1Cc7br37IH9+/ghBX8qy7uXv1eOhpp8ShZPnUZJShOmZPUJGTV8m85AmIaWjhgRf4Wa4RFQks2HY/U1JjcddX4dIrMfQPRA62Wcoo1VrCImOJjR5IQm16gnTX97vX48blcuF2e/yJrEYTgTK4g56eVoorO5ixdjNqJVhrLlHarsdlzmfPq13EJsazdPOqT03He2zdHHnjec6U9gwmoe6+Lirbevl1az0aldI/EiokoRNX3seyqE7aPB0UfbCHMaHzcLvdmLs7oG9gmYDXQ5+3P+a+tioOXm5n3o64wb4Smq9QBjFl4TI8Xpd/9sL/D9dlJffAS7RfCgJ7D1Uhs5l630YSLh1mz1tnuP+hRVjNncAExi7ciFHtoqyxhbu37yTOW88rv3+DFrtrMFZQMH7WZsbGGMkXRrPT57Nlsp7X/vDvFHV3oXJo8Pmc6OPGsPm+xxkXLsQvTNVLe0TmZQRkBGQEvnwE5CT0NmHu8XhwOoUNBv0v4QPsxl7BJI9KwqhRolYb0KtUuD1ePN4++qwQlp1IqFb4eNOTMDoeXAXYvBqmTcgi+shujh3Jw1LTzaKNOyjc/R/k5Jbjqbaw+J4JeO2ncDshKDgYg0GLIWUC0Skmoo0aGgG1OonU1P5jb4Z/Prk9LlQ6zcBYW39Lmjq7cBmDGG1Q4e40c7LLw9QpwXjLOyjQGfleirAJpF+3tdyBO9yAxmLnhdNtNGm1xAapiHAriIgwMCoU6i9a6Q0PYlSQmOJ8GrHejhJOVdjZ/GimPwEVNDqbyujSRZKkdZJ7qZCE6VtJNfWParU1lNPSN5o16VpsZae50KPlvimpqHxuqorzqAuawMMhLbz34lVmbPx7EoQEVEjSumrIq1EyeXUk107uQZWwjMwUAwqPjZLLl3ElTidN207OG6+wv8JFmAbGT5pESHwtkxI0lJ26hDluKpNidTTplDhc1/e/uSGX3XuOcf1ebAidsJBda2b5p9w1weEsXrORM42l2DAwddsTPDPFTkpmPFf2/Zr6lPvYMjGI3AsX0QZrwePG7jHRVnWenG41PqeVmro6+vLO46oT1o76qGixkTARjOFxuDsqsTqchBt0RE1ax08nL+fSy//C3sYehCWMLRWXaC1r58Brz3FYocDr0dBZsZey2elkDczZT1zzIN9ZGsxbf3yO00XtTE0bjUajQ9PZTL3VS6K4RmBYV6oNIaRnZjMtuV/BbW3j2okD142aVh37C78uDsZu6cGUtgy1NggFbo7ueRHN1J3MHBOGu6+JkyctLFw8kWrdXDbEl7H7cC02xUV07SH+Wn32Tho7elEZwli+/WmW+YbWmp7c/Q+0lGfy0He+QUqoMGI4UOZ2cPbwGeJj4wnJXIndXIpLZWTy7CWMDh3Q8bi4cjnHX0dbdQPpS+9mcqJJSD2Zd98zNNZV0OdKpf7cu+w9U0VY/Bw2JgbhbA1m2pr7eXhgOv6fj7SCUkfcrKVMKPg9h0+NJtPtQqVRg6ePwtwLNHX08fxv32DztjG0tRqZeudUQgZi7Sk7TlFH//53p9uJ2tVDfkkLY+dtYozYngFqbW/AExqPWvUZ3xCG9ZX8KCMgIyAjcLsQkJPQ24RsREQEq1evRhgBFdaD3nXXXTdYk52S6jocrunYagoosfYSnhxFsDGOmGS4UpRHpXUDGWHd5J8pg+BIYkKMROmTMYUGUZR3GqV2Eg9lJNIWH8WFyycweDJYnhpNSEs4xhAF4alzefiB5UQqeymv6yAuPNifhH5WgEa9CUdLH0IqJaaI1TVOouNDMGh8NHfYafepyYrT0nbFg06rQycqdls50u5labaRhoo2OiPD+P60MDD38dwJK1npJvTYyW9zk5KkJWyExEWIz21pwerUodOKc4l95J67zNgFWwjzdFFW0sf4JTH9TfF5uXzhHKOWbCBJ76H4ajHK+OmMiQCfy0nFtXLis9ah67PSaoYk08BInMdOyYWzeNMWMy+6h92FrWSsz0ZIL9y2HopLm0mfvRZryWneqzDx9z94hAgtHH/+R+hHLyNcYed8aSOpU1ZixIGlx0VYyvXLC0KTZ/LED2d+FuSfLvN5KTjyMudaZqEvVZI+NxQ0GqbNW+hPnrDUUNOrIFTrwuXy4XMJo28e3C7hWRg58+IZ2AwUGjWaUOVRcmu6SQ4bPOpAUqeNgouFjN3yGPcsHu3ftORxmnn9P3/B5bJaMmdJpvH18azZuoln//tNLk5KY3FKGjMnqMk5WUH2lomD7xeJ889ljaPn88x3NzI5KQRbTwstbV6C9BoifWZO9abyD/NTcVWf5rVjHcQkxZCic1HtgMjxS5iQ/yJV7v42CxX5XG484llO0ppbr3KxNY1vrk/i7JlKYtYMjfC6Pb14fGGMTQ7niiGK1bOTGe2JoMnpoi7/GNdU2SwZF072vDtJCdcQHpFN1cf7+e3xNv8oq8dlpb6mkahRYwnSKNBoNGjUqgDrm6UBBbFgww7a+oz0lqvQGYLwNOVTZI4kafwkVi2MpvZaGU6Px9+froHE0uUZOpjKbG4iMmER9pZKDpw6z+QZS4kL1eH1WDjy5l4SNnyLyenx0kplXkZARkBG4CtDQE5CbxP0QuK5a9cu/xS8ML33uZuSBuNwYy35mO8//B5mlx1N7Hi2r1pOYngU6+5/mLY/vMn/e+I+VAofCm0s67ZtYfqoCPRqFYtS4ng2p5DUVXOIiIpjWvo4Tu09h37aemJDgomPmsPKxSW8vv/3PHXszyhRkTh/Cz++d9Fg7SMxwYnJ6C9XY7FNI8io8k8jXrGqWBBtQOVyc7Wpj9jYCOK00B2hx9Nk40J5HwlqF/m1ZkaPjWdBvJcDhV6cKg8VbX0U5DZz0alhS6JaWERLq9uHyuWjw+qg5fTrvF+TwI8fWn7dqI02Iolo+1kuXbqII9FAa9FFWmLXcveS8XRc2E2VuRP11SIKfA2Unj1Jl3E5W1ZPQu2x0NZtwWD00tLQQbSxg/wqN9MXp6INcjMqRcO5U+eJtcTQ11rBxcZw7to6n97qE5R1JfLk5P5RNXNbOaXdIWweF4WlqAu7001jaQEVNZ/wco6NNY9l4umpoqQ9iPXjY8HVSVm5gszF/Tu1R8L3huTaSOYsnsLzew/Qq8wgubmEBnU6ieFC1u6jpaaENkM4WxcvIUan9u+Ob2+zMGrW/MHd8Y76XJxKJbrIdHbtvIPn9v6Z58oWMGd8OAqFlasNGkZNNuFqzKWg0cC6HaMGD4RXqo1kTUrhL+fzsU9fcF3IxthxrJqdyB9f30vGd+5j5UOP0/mL3bzqqmN6ZiIahQJr/UWCpz/AxM/5r+Pq66Je2EZvucLLH56nts2GwhXKqEl6Sgv70OgttHT1oC7KQZ1xH2tnRlN77h0YOIITbRgZk+eyRLI7vqrx5GC8wpKD9pITvPh+DvN3/JjJKUoUh9/gzX0W1q2aSoReg1obxpyVK6g7cllY4U3hR0f4MLccl8dGXXk93rAejjVHoVMruNpo45E7pjN/9V3MXObxJ6EOSzX73znCzC0PkWTqH3VUqtTotNDgddHZWElhgQtvWw1W+9CGxaCoRIIVTo4daUAz0UF+Th4zV67AdryIUdOWMLW3kIv7XuVSjhXtQBLq6GkiJEX4glZISbmJ5avTGDspmfFxRn710vtEJKZRf6WKrf/fr1mQJCzBkEdBB98MMiMjICPwlSLwOR8HX2lsf9WVC4mnWq32/9xsQ9Jmr2RtnJF2j4uYCfOYO64/gRk9Yw1PBkVztrTFP21pSpzMghmpaITFXYpwZm7ezINju0jOmoZGZWDsgpXcF5FJ6KiJ/rMUlap47nj4cSKij9PqD0qHsJ4xJDiIrPnr2DXaR4I4ejksaGN0OibVFRo6rMQZQ8GpYXp2BOMjNOBzk5wUTlpEsH+kJywtkvt93ZQ6HQhHHk7NimV8hNY/lT8zMxJPj4eKTgfjJkaT6FMRo1GAysCqrAgKbD6amyu4VOxkw/Y5qIZNGxrDx7Pz0fVcvtZARYWC6Kw7eCAjEZXSwZm8EtJW7mB6tJuKinrUWXfw8Jxx/S1RBTNl6XqchXU0tZuJTNEz545NZCaHozCq2Lh9F0fOX6OiwoI+KJVdD04myOeluzeJVTtSSNb0b/pRG6JYduc60iNCUE1eyDb3VSoqKohOnscD904lLSMOndPGkg3rGRMVTG99AfnadL6f8D/54PfSU1/A3lPnMasNZC29i1GeNmoqL1N47BwEK1AmTyXVWsb4OauIFKZxJS+v286VY29yqcpMRzcsjQ5HqVASOmYh33osjQtHL1JR0elPnsKXbOXOOeOx1l9h/h2bSI9SDi4eFNakpk5bxVqjGTRBZC26g5TwKH9NCpWOiQvv5B7jFTr6PMSaktj+g0e5mneemooKv+/kyXeSFQ0+WxLrNq0mOWwoToU2iOnL1+FLDMdtN9NQW4FZGcnKnd8mTmcn9/A+TpuDuf+H96CtPcHrz/0Oh0/HhscjUQ8fYbQ1c/KDN6jO6R9SF5YlFDaqmStE6mjn1IeHuVrbzcyNjzBvVP+I+sQFd8Dxj3n1jQrmLLyDWamhqNXCxLrwMjJx7d2kzanjxAfHGDdpKUlRvVTXB7N65zIisHH2vVcp6vQMTue7nT1UllXT/u7rhOiG+j44JZtJKhfm9gYqK5z4epqxORMBOxWnTnKqpA6Poo+6mji2bYwhPHozBm0LQgot4C/8T4mMX8iWn24kZiAJbTn7Aq9YXNTmHEM5eR71Z17jVKuLIFM4C5esITQsHEtGGl0X9/HKEQeGsFgWrVxHQrC/cfIvGQEZARmBrwwBhdfr9QkJkzBd19begdHUP+ITKCJxvZS0LJBMKA8kv1HZzdhLY5HyN1OX1E7kPR63f8o2Kqr/Q1aQB/I5knwkXdG/lA7qVh1iy3efJXPdE/z9/aswCsnZDbwG7SW6gWRCcSD5jch8XheVZ/dysNbEri2rEZYgiq9A9mLZcCrqilQol/LCh3Hh/r9QGbuetVNj/RtPpD5EXZGK9t7uAn75L68x9YEfsTIjxJ88SHVEH6JMpKK98Dcw/CXVEcsCycSy4dRt7+Tk3ndpipnHPUsn+Itvxr5f14etpxO3yoCj14w6JJowg5i8ubG0dWJ1e0AbTIjOi1IbjEHbv6zA53HT22dDpdXj6evCIhzPpNETFh7OgMpgyIHiEmUiHVQOwIg6IhVURF6kotnw55F0RT2hHVaLBYXB5D+yyesVkrh2/zrZ6OhQ/1KB+twDnLFlsGlmDGcPH6AvJpPJif1LBny2Do6crWTmwilUfPwm7vFrWDgxjdBQPaqBfvfX5XHQWF/DyQOvYxu3jQeWTaDh1J84r16MvuYYpZ1hLF+3jLS4MHQ+B+3tlRx8cR+9k5azffYonN6hNo/UVpU+mBBhUxx6TEYNuB102TxEmPTYe3ro7rMj7BpS6UxECV/qhKPeWop5fn8pO3bdSYSjgtdermXFE8vpPPocb55pxeuysfCB/8vcSCtOlRGPrQebC4wh4ZgMGv8lBD6vlz5zO2abB4VKWD4QhVbVv7ZVjFXaD6JssA8GEl6pjlgm6gaioo5IpTqBZNJygRd1RCotDyST2kj5kXSl/kReqivyIhV1PosG0g0kE3xI5SIvUmkdgWQ3Yy/1JeWlfkVepFK9kfhAuoFkgn0g+Y3Kbsb+VsQayMfXPdZA7f8i/SJs1haOrwwL679oRU5CA73bEM61lJPQTyVmzi7Of5JDxMz1jBk6TDLgP5cRYB3Ulb6hpfxIdqJc1BWpIPf53DTk/IXfnTPwvW9tJ3pgNFeq89n2n/4w7vf7aXkgn6Lv4dTeWcax881Mnz+HGFP/iNvN2Iu6Ih0pppHkop1Ih8cnfQ6kI8pEKtUfzos6IhXKRV6kos3w55F0RT2R3qz9SPqiP5GOVP+tsJfWMdyftEzkRTpcV3wWqKgj0kBlokzUEentthfrFalYr0hFuTQOqWw4L9qJVFoeSDbcr6gjUqn9SLxUV+RFOpKNVB5IN5BMsJHKRV6kn+fzZuylvqS8tC6RF6lUbyQ+kG4gmWAfSH6jspuxvxWxBvLxdY81UPu/SL8MT0LFIZVAmMuyLxuB+Fn84hcpGMLjPjVS9WWHErA+bTgzV67zH+8SsPwrEyqIyFzFk+ODBxPQrywUScW68DGsXTPW/89XIpZZGQEZARkBGQEZARkB4VSeG0GhozqPguruwW8ySmU00xZl0X9h4I14uJU6LlrLq9GmjEU40/lv6qUPY3xG/xC18K1Dft0oAkqMEfGk3Ki6rCcjICMgIyAjICMgI/CVI3BDSWh97oe88E7RYBKqUERQa3mcTeuyuP7gmdvdHg/N+cd4891CVn337/72ktDbDZ/sX0ZARkBGQEZARkBGQEbgfwkCN5SECrFGZK/lR4/vJNbk4sKL/8aH14qxzIvjgxd/xkeXWkAdxPQNj3D/6gw+eeH/cawlCF9dN9Pu2UV8w8f85aiQxOoYv3gn37x3HoXv/SfPFynJMudT0JXC1sfX0nj0Pc7VOlj70I+5c2YitWd28+LrB2joMZG99l62Lwji9edeJL8Lyv/j9zz90CbKDzzPe8cK8YbFc+cD32HFWB3vPvdPXOwOwVVvZeFD96PLf4t3zlbj04Qw886HeXB9Nu3n3uG5N4q555/+kcyR92L9L+kmOQwZARkBGQEZARkBGQEZgb8tBG44CbXWXeXNV3oxary0lbdgyFiCQeUiYdpGHpzqo6s0h/0Fl+mY23/7c1e3nh2PPsDEMfG0GRfyYNp8rI1X2H/hCvXtA3cM1nSTfv8OdCePcWjvQRYvWsNMxz6Kcs8zP2MOH++7SPK87SwLtZNzZj9Fkx5hyrSJ1F3oZtGKJehbTnO02MbKex5F03WVi/uPMOmRFf4estrD2PLoVrIS+/jtbhsL77yX9GgDitAQFD4lEWNmsmnnWOL7b5X82+pVuTUyAjICMgIyAjICMgIyAv/LEbjhJNRrt9LS2IBWrUQ9ahWP3jOPEHqJT4ym7moepTVtOJXheAbWMsZNmc+qBTNRuntR2OJwFeaTV1qP0xWByytcCghkzmDD8iWcq75Ga30qC9etprbnMPs67Li666lp6aT7+IcUKHzY7TYimt3cMTqJoAIlmVkTcObso62tliP7XkPhdWKzJdPU2399XcqMJaycPw2Fp4u5mR9z6fzHFKlDWbr5Af+Zhaa4dGb0X/P8v7yL5PBkBGQEZARkBGQEZARkBP72ELjhJDRk7Fy+5Z+OHzLpufIRv9lTwr1P/pDNxk6KTg0BpFKr/IeT2xvO81+/PczSB5/h7gQf//h8+ZCSWuU/p0+pUKBUaPw3eSgHbvNQaPUYNKHEz5zHmNj+U5VDkoOhechcqw/yb0iZM3ce4f4RTSNROg1VgFg/qnA2fvvvmZ6Xy/n8S5x49Xmi4r7HnFH9G4CGvMmcjICMgIyAjICMgIyAjICMwJeFwFBG+QVqtNn7oK2aN37zjwSp7WiVqbjFUc4Bfy67HYetiY+e/2dOGZSgNOFyD4yEfkadqqB0srNU5Fy7SGu5Go0hiS2zlqDu0GK3lvPcH17kwVUTifde4+r5U/5bU4IyljBHf32TPM15/PKPb9PT68DjdOAIGkOYUUnjpf28ebCSdd/+FmPkm0M+oyfkIhkBGQEZARkBGQEZARmBW4/A9RnbCP6jxsxmcXg4hmE3+MTN3sL2Kj11HgOT5mXTcfkaaq2GtClLUOmEq+jANH4puzaaKe5wkT59MdScR6fREJwxi9XxsYCG+KwZzE2ORhjMjMlYyLykBExGE2t2PYMp5zRtVogeN5MJUSFogxayvENNtyqaiFGzeeRJHTkXK3FqTEycNYuwEA3jpy8lJqL/qktVbDb3bOri1NVGfD49Y6bNZ0x0EGZLPGMnKAm+IQRGAEYWywjICMgIyAjICMgIyAjICHwhBOQbk0aA7Su5MUkSi3BOqK3uAn/YfYSYrA1sXpvBtUMv8nZRKN/99hYiNf1XMwom0psMfF4PTocLpVaLRtV/37nErV/X63bi9qnQatT+g+d9Xjfl1R0cbNPwrdkRfnWpT6m9x+3BjcK/Nli86HIkXamdyIu6IhXk1/FeNw6XD51O4796s7n4GG+etnH/vasI0asHda+zkVwpKNYz3K8oF+28XjdNBZ/wbomap+5a7F8nLOqIVNQVnwUaSCYtl/Kirkhvp720DjEGUSZSUR6IBtIRZSINZCfKRB2RCnKRF+lwXfF5JF3RTqSi/vDnkexH0hftRXo77aV1DI9HWibyIh2uKz7fzlilvsX6xHhEKtWRykT94VTUEam0PJBMWi7woo5IpeWBZFIbKT+SrtSfyEt1RV6kos5n0UC6gWSCD6lc5EUqrSOQ7Gbspb6kvNSvyItUqjcSH0g3kEywDyS/UdnN2N+KWAP5+LrHGqj9X6Rfht+Y9OksJRD6suwrQcBr66KspIS6ZjNur5uqghwKL16isTfwcgafz0vN+Xf5++/8hDOtzhFidpLz9u94/UghLtGNB8x9MCbq864fcFOc28Af8i24RvD+PxN7aMnbz788dxDbgCObxUJcWhJa9a0dsvbY2/ngpT9S1zeUzP/PYpetZQRkBGQEZARkBGQEbgaBW/vJfjM1y7o3hYBSrWXRtu8Tt0zL2JARus3npejCUSpaxewyQBUtVzhZFcd938kauhpUrWJ6lrA04nNeZhvHWt1MmR7MbbmsytXH1SvlxI5ZPXgJQuqsO0n9nLC+WLEPX4iJqssVtO5awA20/otVI1vJCMgIyAjICMgIyAgERGCEbCagriy8CQSEoevOzk4aGxvRarXEx8cTEvJ5p+LbyN33Gi+/9SF1rhCyJ46md2C40udxcfb93/PS8Vh+vvtHxHeV88qv/pWjlVZ86iAW7XyaqR17+dPRRn+Uv37qUc5t+yZPbltAkNjLnm6Ov3eA8Rv+jmTj0AhgU1kTuxu03D8nAkt9C78pdLE6Vsllm4f2btgyJ5FsjZlnz3RRbFNgLm7FpwxnYazefwLCcFi8va2cOHGMK5dLsbpcNHjCefjBB5g+OpyWMy/yi48sLM7QUVzZSEutj3U//jarE+zs+e8/8XFePbGj7ex2erhjZg+//X0+93z/KVK0PdScP8nb5wtxO5xYmntZ8vgPWD4xEmv1eX73x/cZP3cyDVev0dDSzPR7/x/bZ8Xg6GrgytGDHC+pp7O+llHrvs8312Vgrb1EmzqbzbHlHC+wsX3Sl3v313DM5GcZARkBGQEZARmBrxsCYnrydWv3bW+v2Wzmz3/+MxcvXsRoNDJ79myeeOKJz6y3r+YU//3CXlQTF3Lf7HSac09RaB2a+BbWe7rdHnBbuPjB25xrUbHirodJCVOTOC6FKNta5pbUklPiY+n2HSyYloZWuuDC2sbl2nDWjDX511v2B+OirMFJUFQQoRofVxr6CAkOJiotlJ/EenhxXyuNfQ7mjw5hdrSZIHUET838jGTa2sRHb75IZcQKdj69lRidmf1//E/2nq5k+uhx5J8pQqWfROrC9WzZoeLES//JoUsNrE7PZvnyaZS5x/HIE3eTEOyh/IP/wp22kMQQG+ff2sPFtjh2PvptUkLVlO77DX/ad4Kp4zbTXXkFsyKEsITZbL5zM+df/AfONbThJgaX3UX0tPX8YIuJq2/9gT21jXhJpSKvAH3GehbEHOfPRRU4J026PaO7n9njcqGMgIyAjICMgIzA1xcBaYry9UXhNrTcarVy+fJlnE4n3d3dnDlz5nNqsVGac5Y2YyKL79jC+nV3cveWJYSHBpj49nnxosTR20POgbc4WNpLjMlI7IRZTEwS1nUambJ4GdPGJaCR9LDN3E2nKZQY3VAorkYrR8wwLdaE19bDqXY1ayaGMT1Gh6fTQaNXQYxeTW9vL+cbfUxODhCP6M7rojz3ODm28Ty6biYxwtEDShV6tZbIECM9pec52RLBrsd3kp0cDniwWd0YdVrwdHHm8Dmis6YRGaTC3VbB3pxq5iyciK/sNB+VaLjjnnUkhQhnKKjQGfRoDaFoFW2cPFHG9HXbWDZ9FBpXGxVVLsLiIlG7e+np86DwWjj30ev86UAesaMTUDQWsP9KJ7NnZ5AYn4qtsgmr2AYhKpeVhooKKob/NLTj9vgkmjIrIyAjICMgIyAjICPwRRGQR0K/KHKfY6dQKK7bcS2Mhn7eS9h5jlqLwaD323q9Tnw+z6fNNOEs2LCVLm0Up459RNWRV/iN28Mzj2/8tK5EIiwRQKWQTKF7KG/vw6HTkRmjpP1yH7YwA2nhOhR4qG+0Y9ZpGR+to6u8jW6jntRgjcTj9azH0culswVkLngI8bhWR1cbhR02MheFUl74MZ7kbDIiNSh8PuxtjVzp9rF4UwqO5nwuN2tYsT0VncJLfXUJdc6x3J9k59yrpwnO2srYUI1/hyXOdvKu1DBm9hbUdXmU2mL4xtgk1AqwVhVSZA3m3vEGLh96jYMlatIS9BiikkiOGc2szChqis/SrZ1MdpIaZaUKPnW2bRfFFy7QNnzXffQ44qPC0ch/Ndd3vPwkIyAjICMgIyAj8AUQkD9OvwBoN2ISGRnJPffcw6FDh/zT8Vu2bPkcMx2R8SGoLIXkXrzE9OgsrpwroMcaIAn1efAY4li0cj2Z42J59bl36HN043KDKSwKBUU01LRjDokm2Khj4BIq9MYg9D19dHshTAnePheXm+2MiY/H5LFxpNVFcmwI0Xrw2V1cbrWTFB1FtM7B0SYXUdFBRBoUeJw2zH1uQkKD/TdeiQ3zej1Ye3oIVg8Mv7rtFJ47iWf0MqbGwP53iwjJWOw/D9bj7OVSTg7GiauZkqCm9mgBvRGZZMbr8HkclBflE5bRVbLxAAAgAElEQVS9hHCfi26zDW2sCmG7lc/rpOrCCa4GzeSZmWFU7MtDlz6b0VEa8Noou3oNT/JMUvpK+c3hDjb/7Htkad1c+OA5DoekkR7k49y1cpJm3E0o0NPVgjYuwx+T2A69KZkVO3aMeKSIqCdTGQEZARkBGQEZARmBL46AnIR+cew+01Kn07Fu3Tr/z2cqDhYqGb3gLlaerObIh3/i20eCGZ+WiFI6ny7quro49Off8uonhbgBbUQm31iwhCiTEs/4KaSEFvPaL35AzfYnefruhYMbk5Qh0WSFt1Fa62D0aB09fXbKepRsmqPB1mzlkhU2zwxB2LJkttgp6PKxYrIRFR7sXui0OiludaIv2su+EgNPPLaBUGH4ceCl0hqZkJ3IwZMH2d+eDPZemr1RbNuwDGX7SSpaFDhVZ9i/v4G+mgo64sdx14oFGFUOnDYndnszBZeLmTQ2jPyCHmbcm45SbyJrchZnjxxgr7ICjdtMp9nIjq1LMdgbOHu1jezt2YQowW3u5nJxDdnL70TlqsPu6iLvk0PU0suRD/MZu+5xNO5WrlXCwrUJgJ3KwkqSM+8Y3I0vtkWmMgIyAjICMgIyAjICtxcB+bD6EfD9qg6rt3bUUVXbjlejJz42gvaWNgxhSSQnhNBZd42GTi3jJiXT21BLY6cVYYWiOjiOCWPjEb5ReBwWaqqr6e71Eh6fQnJsOOLApLAGs+GTP/Fq+3y+s3UiCqeT6m4fKRFaVC4PNRY3ybEG/6igw+6gtttLYrQeo0pBT6eNKruXIGUT5178iMx7H2ZqstG/wUmY5heWHwgvp7Wdqpo6+oRjSnURTBifjF6loHj/79hTHs+9qyfS12cHQsiYmo5h4BBjZ08T5bUtqEwxjEoIpaGimajRowgzavwbscqLq7C4PSjVGlLGZhGm8+EV2lrTTPiodML1KjzOPuqr6ghOSiVS46S8shqLzQWmCCJ9NtRRKUTq7dTUmEkYnUSQo5r/+rcPWfqTbzMxaCiZFt8S0nZ9lkwsG05Fe5EK5VJ+uP7wZ1FXpJ9lL9UR/YgykYryQDSQjigTaSA7USbqiFSQi7xIh+uKzyPpinYiFfWHP49kP5K+aC/S22kvrWN4PNIykRfpcF3x+XbGKvUt1ifGI1KpjlQm6g+noo5IpeWBZNJygRd1RCotDyST2kj5kXSl/kReqivyIhV1PosG0g0kE3xI5SIvUmkdgWQ3Yy/1JeWlfkVepFK9kfhAuoFkgn0g+Y3Kbsb+VsQayMfXPdZA7f8i/TL8sHo5CQ30bhOSOY8bn8tJVFTUoMat6oRBhwNMIL+BZMPtxOdAuoFkgr7PZ+WD536Dctp9rJmWjHCpUiDdQDLBvuHiW+Rql7Bh8ufjIsaHq4WX//lXsPgpdi5MQaNQXFfnSHUN2ksYUVekQpGUl6gGlIu6wuajc+/v4ap6Mo9tmDWYRN+ovVRvJF6sS6SCnpQfyU6Ui7oi/Sx7qc5n2Ytlw+mtspf6EXmRinUOfxbkokykI8mkctGfVCa1F8uHy8Rnkd5Oe2kdw+ORlom8SIfris+3M1apb7E+MR6RSnWkMlF/OBV1RCotDySTlgu8qCNSaXkgmdRGyo+kK/Un8lJdkRepqPNZNJBuIJngQyoXeZFK6wgkuxl7qS8pL/Ur8iKV6o3EB9INJBPsA8lvVHYz9rci1kA+vu6xBmr/F+mX4UmoPB0f6N32Ny0LYuGGu2js+2JdnzB9K4kDo543CpOtoZjKvhS2ZSf4R2tv1O5264WnzmBDasbtrkb2LyMgIyAjICMgIyAjEACBL5aJBHAki/56EAiLH0fYlxiuPnkBP/mH+Wh0GuHr8JdY88hVKdVBTJg61a8gfMOTXzICMgIyAjICMgIyAl8uAnIS+uXi/bWsTaFSoxu4oElO976WbwG50TICMgIyAjICMgKfQkBylPmnymSBjICMgIyAjICMgIyAjICMgIzAbUFATkJvC6yyUxkBGQEZARkBGQEZARkBGYHPQkCejv8sdL7sspY8/vRxHxvvnkNf7rv8+UAxusHzlbyEJ85m285VRPuv3ewg59VCRt81l3idGp/bQfmp16hP2sqyMcGDkQuHu1eeP0idIZuJ+hoOlSrZvm7+ddd5isp2cylH3m9g7ralhA+/GMnnpOTkCVpDJ7AwO9FvUnPpEyrdo1kwaxRSdWGNZUfFOd642MSW5YvRD551qkIfZEDtddHbZ6e+8DgHjxcy8+7HMJVewDthLtNShes8b+7l6qnj3Tf3UNriHjyYX/AgxBEck8KWu3eRIpxML5wM2t1AXm4V4+bOJcqowmWr4uR73czcOQ1Tv4rkt5faS7m0qROYmp0ouWkKcPWSc/H/Z+89oKs6soTd7+aonFBCSAIkMiLnnLNtbIxzR/e0u6dn5g/zz9/vrTf//G/emjfTPa/D9HTbbXe7241tMAZswOScMwgRBUI5p6ub81v3Skc6kq8A2WCwqbsWa9fZtfeuqq+O0FadU3XPkZQzlpw4JQ6Hm9aaK1y4ZWf8pAmYDFqU1hv8+Q+f0dJxhJXP7cCj0GHUdrybAGj06cyZn8eFvfupafPgR402xCt6EM+unk1WUgI1J96lOPk55ue1z6vf08Sx7TtIm/UMtmMf0py7ipl5saEvw+r2CQZcXN1/kLbMMUzOT+lWJy4EAUFAEBAEBIFHTUAkoY96BuTtpxQwb9QJyipaMbudGNKGMDYrOmzh99Zx41IT3iA03bnEueI6GppO8cnPbjBjfH881VfYfaGFRcuOs7smjamTh2BS+yk+vZ8DFX5WLkwhSW9iwJnNrD9sZNmkAmL1XupvXqPoTg0+hYKWm0c4acmGg17UnWd/qkjKyifZe4NPj5xEn9WGz5nNyBHZXDyyn6qUCXhab6CISWPiqCHEGNRYys6xefchgkEzH2/4INx/Z3MFJXVJfOcfvk2a5Sp79h+hrq2A7/z0p2iqLvKbc+cZ4AnSWBxKZ5UkpA5l+Ig0ZF9zLyfVrRxKwGsN2bz+k1UkR3V9t30w4OPgxp/j8kNb3U0uXCrF5Xdx8/QpDhVXMDYnhrITO7AOXI5v9260ei06gw5rizUcPxgMUH/zBq2qRBrrkjrORFWSlJFGoKGSk+cvElthoTEzhjvnL1PbVktlo4eSO8XEDRjBirlTeOOnBR1Hk7i5tOGXnO73It+bkdGt/6GLcSMnc/HABloTZjJjZEo44T338T+xe8jfMqi1miZz+zdnuVqrObJvG60Z85kRZ8AxdizrN37EcfXTTB8UOjbLRuG+k9T6A/idFk6eOk/aCDfWcvnXxhoYPmUyaWbx4/+5iRAKQUAQEAQEga+MgPgt9JWhvndDoZW7/sMnkQUUV6kxmGOIi2vfx+7zONDgDAdR643ExsYSO3khGVUX2VJUw9rp0/j2sI42dEaUfiundm7hgi2dZQsX0S86lM7pmLJqOS2ffsivf1fG668vRGMwERMXh6P2Cjud2bywYEQ4aQpFaj+AXhle1aspPEjKmOXkxXm5eeME3qbz1CbPYPzAGILuNo5ev0p2ThaWKyfYe8VC8oA8ho5fzMBELTRd548brzHn5WkM7xeDJm0KL+al8vG/3CQQCFBy4yIJgyeRmxZNUKGg+coedtbEkH+fSWh41BVn+c2/30DbuXIcWgkNEFBpeX4eqDQGomNj0QeDTFy8siMxVBK3+BUCQcIrqGqdFq1Og7rjIKlg0I/TZMKjiiY2Li6cGAaDCsxGI8HoKAxGA+aoWPoPmcikidNoun2E3ecsLF25jDDujumQi9Ach/6BAvlJV8FgHSe37ON21HWObY1m5KzldJ3EGl7WJWi7xbo/bSdhwmJWjRsQDmtMGcqShS1s3PIuVeNXsWpmGqbYOOJCXO+cxDxsNgW5oWVgpaw9HdrwsqmDk5s20JQ5lwXjMrqtZsv7LMqCgCAgCAgCgsDDICCS0IdB9QvG3LRpE6cvXuDp7/4ticZBTM7xh5O0UDilOpVxC00o3U68ziYK9+6nzueioqKG6H4Z7N1b3dlq9qTlpBVX00h/RuWYqbp5iaqO2lAClDRkHi+PqGfL+o+Zt+olRiZEs7XwLOPzBhOwVPDxpWZWTRmOSqlAb0qlf/8kii/oGDhiPOP7uXHd3seBwsGsWJ1LfnY2Onc9xQ3HcFvLKCkJsuLZZ1HWn+G93/8HA0bkUN2sZ83Ly4k3acKvDVzat5Htxy5xrbCcnT/ZxYSxz/D8a9Mo2/LPOMb/iIQ7DbywbDymzhHdRyFzHG+sjLwSGvI2adVcPLaTmxaI0qrx2poxFLzCyqhtnEj4NmPK3qM07/usyNdRXniNGqenPYkNBtplIPTN9VEMHj2IuNBRU+kJ3Cq9jsXn4tB7P6OsffEU8PFPf/sZ+vT+TF36GkvHhL4etOtTvP89flaUyrSZixg3PLUj8fNwZ8dWlGv/F/82qR+Xdr7NdaU2/PWpnZ6+Zg59VsSQOTNRO1u4cO5MZxXoGbd8Dapb29l8cBqrZxSQVH6Efc0ZTBodg7XsDEfaslk8PJTW6kjNySbeEHolQIFCqej2CoMsqCgKAoKAICAICAIPlYBIQh8q3r4Ff+aZZzDaCoEALrsNq8dHW8UlLrqzmDEwFjQKvP4Gzu88hzMqCrNHiUajwWA0EWXuenDdeOUgdYO/z4KpdZwqvMa1E2exJAxkRHZCeBXuzN4tTFj93/n+a7PDHSzev5ELVRaGJfqx2p34PC5sNitKdxX7tlXSb3gGbkcbO/7ya84YfLR5Tax6dTGqKzvYX9bGzDFJqPBijhvMwudGYL11mHd3nKe18Tofb6pmxJgBrPvDLTBlsmTFfEbPe5H0TBNv2wYwaGIuQ8cYubj3LFpvgMabV9ENGMh4+dPj+8FYXci7v6/GoOl63zIYCOD0wFOSv1KNwaQnSq/B47fR/oBbqpRkAEdLHbuPnaT/4HGkZ+UQeiHCUl3M/iI7P8zPIS7YxM4Nn3LoVi1DR+aw/PX/SULnWwBtHHjnI9LWfIfBps8fSJU++SmeyXJyYO8fuFUxixWzp6JqucKRmmgyVIcpKhlF4VUbI17uh7/r7wrQJDDruVVUXz/J1fpKznxaSP+FM0jRga3qMnvaBvCbH/+AcaH3XlvKOLRjO1bTaHxWK3aHG6/LgdVqparoFKU2A8/MzUOJgYmrXg0PvH11VmIgpCAgCAgCgoAg8PAJiCT04TPucwuOskKOnzqNw+OjtbICm76OY40xqBXQEFzB8hdfYkxLCZv+8C4j5q9hVJq+62snlTqS09Ppl6hBo+nP1MnR2MqayJ88hymDksJJaOud/aiUSgj4qC48wL7WXMYWtDJq6myyFaWcdVcxd+4sVLYiii+UhPuv1ZuZuepVxiV7OHVoC6Bl6OyF+LZfptZmRq/V4Gm4xG9+u4d6SxX9l/8Dr7767a6x+2wc3X8Gq92Nw3GHQlsUOXE5zFg+haINb9OU8zTZVgXxaWnU7NzGkX7pTO1v6r4ZqCva50vJ+axesJhEc9cWqdA7oSc++32XrS6OocOG0T9aj6PsHKe7amQlI3kz5vJqlJfTlVGMnzYTk6+eQ9vqmTh3Dmmhd04VScxcvhz7keNkjxzB5Y3/zLE7UggfjeXV6KtqmbrsWyzrsRJqMkaROWQIa/v359zBoxSWVJGsCDJp/lQMreV88Nufo5r117yQqOGiFFImU/Mmkpyo4dpFI4uWzCNBAY1FHi6c8bVb+WwcO3QURWo+A+InMm9mLi1XXFQ1jmbejHSK/BaKZfFEURAQBAQBQUAQeFQERBL6qMjfpV2vvx8v/eS/oK+7wI6j1STG6IkePJ5xA9vfEmy4fYLd+6+QOGI66mATJTdruXXZxcBJA9BpYojLyEEbyliBtppblPl1LE3p2B6Ok6BHi9mgg6APpz6Hp6fpOXPm2F16BAqlEqM5muhoN3pt+8leKnUsBSun42ou54LTjjGlgDd+OoHG0++yUxVFdHT7pqpwYJ8Cg06DIuClvK6ZxPgYmmnCXnmMQmsma0dnUbtHgdecxbxlg/jzll3kfe9pol2VHL9RzcQxYzHJdpV/rrNqLeaoKKJ7bEzSye9wn5OGmiqUbTpcjRa6v3TZFVGh0NB/zFxctmPs3/onGpo8pA+fzZIpA9GE3udUKDGYQom3GqVKzZhZT6McHGRKQT5qle2uK6FSKxpTIpOWruq4bD9t4FrxflT9F7B2Tl54p3vasDnEJGrx3Za8Qk/77RQeKSRm6pxwAhpaNXe7XMSaOk4V8NtJzJlFpuo8m5tkfhGLbq4c2kdb8jjG5yc9Vl+pGrG7QikICAKCgCDwjSIg/xX9jRrY13Mwflz1VRxpOI+ZWxy7ZmPFU8vI0tTz6UcfcunyaJZMjuPEESsFc+cRp9WgVCqwtxTjrW9j3KSx7e9RBhzYnUrcdy7w/qHzTFz4bRJVdqqrGwnarnOrJYECkw5USnLzc/HZmzAazYT39HQ8Qb608y12nKvCMPRpEoAKWyub3vxn9mv9ONVGni0Al62Z5jYXtsY7eD26cFIW5u73c2zjLyjb2bUqGUp4Gx0xrB0xifyC8SiU1dykCWO/CTy/RoHaWk2LPYhBCTHZM3llrR2TFlpLb1FV5iQ45h5H2t5jY1K4X6Z0Zi5cTKbWTc1FJ1XNStKnvMKUBjuVl/2olX7aWhqwOZ3UFp3j8Olr6MwptHjrsV05Sno/I0kG0JvNqGyNWB3e8Aq0IT6D5OIt7LygY0yaH6u7faPT/d6DAa+FM9s3cLYug9WvziJV384tsf8Igq1NlLT50ajB1dbEpYOfcNqVwdoR/bA01WF3Orh8vRRTbG57c7oURo0EW/ENovVdP97uhhuse2s9N1r1LFg1q+N9Uy81xVeoC+QxNj/pfrsr7AQBQUAQEAQEgQdCoOu31AMJJ4J8OQIe8qe/zqQ0HeevBvnBD0d1nF0Zw+rvDeDC3r9QWDWLla/MoPz0MQ5cKyf0EDb0Pp8iXsHRXbs6mo9i3MyRVF1uY8VL32dAtJ7mm0fYdewWoRxz4rMvMSi+K6lTGeOZPXtJu68jjgmDlYwaOYsxS7oOnkwftZAfLZ1H/ygvd25cQG9ShY+K2n22lKDKwNCJc4kzttsb0kfy3b9+gbEZhi4cfhe3rt/BEK1HpzMQDMYyeOIAokzx4C7lyKEDNGsnMScOlEodce2HodLc6iI5YwgGbVdfuoK2l5T6WMYseIHRw4YTJUu8ggE/twsPEaMHVCaGDcsjXhvgTtEpzpYFmTw1A7PGyuXDh2lTjGZhBhRfOEHhHStZw6byg5+uQt+xhd3VUsnRg7s436Iic9hwjNUloE8mLdaARq8mf+bLRBcdYNeuUqLSRpES2lXV7ZVQFUmDxzMiqusMV2kcfruF1vSp/NXKIShlW+addTfZdbAIpbqAeQONNF49SL1uIt9eMQy908LZcwe5WuWAuFEsmZonhQtL86A5rA7vwgddfDYTCtKZmju3mw2Ymffd/xbWiXdCe6ARl4KAICAICAIPnYAiEAgEQ0fxeL1eGhqbMEbJHqH2aD6c7Mh+SYaqI+l600eyjaTri3+PLnZeRoobSdfp0KPg9/sIej0kJnYdlNObfyR9JF2PJjovI9lG0nU69ChEso2kC7lF0t+vri/+PbrYeSm1JcneYkoO1tYGvJrY8M56ue39+MttpHiSTpLymJKNJOU2d9NJdT2l5C/JUL283NO+57VkK8m7+cttpDiSTpKSPpKMZCPpJBnJT9JJNpIM6aWyJHvaSte92Up+kpTse1735t+bveQvyYfpL2+jZ3/kdVJZkj1tpeuH2Vd5bKk9qT+SlNvIdZJ9TynZSFJeH0knrw+VJRtJyusj6eQ+8nJvtvJ4UlluK5UlKdncTUayjaQLxZDrpbIk5W1E0vXFXx5LXpbHlcqSlNv1Vo5kG0kX8o+kv19dX/wfRF8jxXjS+xpp/F9kXpxOJ263O3zMZMhfrIRGutuE7rEhEBUrHhM/NpMhOiIICAKCgCAgCDxAAl3PZB9gUBFKEBAEBAFBQBAQBAQBQUAQuBsBsRJ6NzpfcV1tfRMOhyvcqrT0rVQqiYnp/RWJkLFkK+9uJF1fbL+sv7wv8rIUV5K99UnuIy9LfpK8m7/cRooh6ST5Rf2leHeTUhuSvFtbkeJIfpK8m7/cRool6SQp6SPJSDaSTpKR/CSdZCPJkF4qS7KnrXTdm63kJ0nJvud1b/692Uv+knyY/vI2evZHXieVJdnTVrp+mH2Vx5bak/ojSbmNXCfZ95SSjSTl9ZF08vpQWbKRpLw+kk7uIy/3ZiuPJ5XltlJZkpLN3WQk20i6UAy5XipLUt5GJF1f/OWx5GV5XKksSbldb+VItpF0If9I+vvV9cX/QfQ1Uownva+Rxn+veYky6VGru87ujsRVrIRGoiJ0goAgIAgIAoKAICAICAIPlYBIQh8qXhFcEBAEBAFBQBAQBAQBQSASAZGERqIidIKAICAICAKCgCAgCAgCD5XAI0tCQ6c+9n7y40MdswguCAgCgoAgIAgIAoKAIPCICTyyjUndzvF+xBBE84KAICAICAKCgCAgCAgCXy2BR7YS+tUOU7QmCAgCgoAgIAgIAoKAIPA4ERBJ6OM0G6IvgoAgIAgIAoKAICAIPCEEHlkSKv+O7CeEtRimICAICAKCgCAgCAgCgkAHgUeWhIp3QsU9KAgIAoKAICAICAKCwJNL4JEloQRFGvrk3nZi5IKAICAICAKCgCDwpBN4ZEmoSEGf9FtPjF8QEAQEAUFAEBAEnmQCjyQJVYoDQp/ke06MXRAQBAQBQUAQEAQEAR5JEiqOqRd3niAgCAgCgoAgIAgIAk82gUeShAYRD+Of7NtOjF4QEAQEAUFAEBAEnnQCjyYJFTnok37fifELAoKAICAICAKCwBNO4CtPQsXroE/4HSeGLwgIAoKAICAICAKCADyqd0IFe0FAEBAEBAFBQBAQBASBJ5nAV74SKp7EP8m3mxi7ICAICAKCgCAgCAgC7QS+8iRUgBcEBAFBQBAQBAQBQUAQEAREEirugfsi4LG3UFNTffd/tbVYnL7PxwvUse+dTZQ5Pl/VpQlQd+0wu/bewOF1sm/rHzh/p6XXL9YKBr1c3r+JPadLCHQFeSAlv8dBW5vzgcf9Mp2zlp/jrX99i0pfaLQB7K1NODwPeuTde+hz2bHaXI+Qg4eSA+t4c+Np7nrrdO92tyuvo4Vmu6eb7r4vAj6szQ3YPT2f3wSoubSLX7/1Kba7BgvgbL3KH//3/8Mv/riDZk+En427+oOr5AA///0HVFkh6PPQ2tSC2x+AgAdLUyORftzuEVJUCwKCgCDw2BBQPzY9ER15rAlYq65w+Hw5wWAQhaJ9e1n11TO0mnLI7x+PMqRT6xg4fh65geucuNbQNR53A2du3KF6t5YETbt/KE7K8JmMzYoO23labrH/+C1GrpiIUaUmJymR3SfOkJ81H2O4PS/1N4oovFWJV6HA77Ny7thpUoYH8DZc6exTKJham8CYGZOJ13R1oS+l2it7OVIziKcW56Pqi+NDtA14nTQ3NOMNt9HCob+8T7/VrzOmn/ahtXrn/C6uekexdGbuI+KgxJySzSBjAl/sPyof5Uf+wvHop3l5cnofOQWx1V5m86enmLT6ewzWdXf3uWw0Nd/rDxUbFz/ahG/yS7wxL5svcjsGvXYam1sJ/e3harzFut9uZ/rf/JCRJheFezZQn7GYpVNyMDwuN2p3TOJKEBAEBIG7Evhi/7ffNaSo/CYSSBg8ldU5E3D7ghj17b+Rj/+lhpKUeayel4+mIzENjd3VkkbuwNgwhqDfxpV9l1BF6VEbk8juH41KqQwns+aY9gTKb6/nwI7DGEbOJz+pPXbmqCkMLfuQLScGsnpiFhq1EmNCPwZgwB9wUrR3CwPmvsLk/hqcHtDrNUgnLyhVRvQKH06HC43ejKYvv6CDdsqu3yZjyiI0wSAelxPUanxuT3hFUKXVY9BKPzYBvE5X+8oUoNEb0amVBAN+PG43KBV4vUE0Oi2qoBdvUIXC7wknFEqNHoM6iMvtwR9QoNXr0KhV4TEEfB5cLg9+QKszhMcuv6eCDaXc9mQyNunhJaAEbVTeqSBj9or2BDDox+1y4w2twqm0aBVegio9Wo0KRdCPy+HEH1owVKgxmfQoCOJ2OlBq9ahVShQE8DjdoNWjUYLf58Ht8hBQKNHq9GhUCoJ+L06Xm0BQgSakU6tIGDiGyQFlOIELBgN43U7c3gBKlRqdXo86FMvjxu1XoFL48Xj9qDRa9DodSm8rN0uVDFoWL8d3X+Wg38PV00UYh89mYHz7AyO/14XTHVrNDITnUB7I73PjdvvC90hozrRqJV63ldZWD+YoHV6XB7VOE+6ry+MFhSo851q1CvxeHG4fer0hdMuEObg8AXQGWeYb9GGztuFy23HZHbhMcYyft4gPt+2mbPDL5KeY5N0RZUFAEBAEvhYEpN+mX4vOik4+GAJ+v5+62hrKysowm81k5+RgNkfdI3iA6nOf8k6RkX/8zpK72urjMhkcB3hbOL7jBDdVOXzn9bmUXzlEg3MckwuyUUsrqvY69nz6AQ2JM1k9OqtzxU1tSGT6mrVs/c/3+aBiIPOXzSUtMZXc+ERqLu6nIWkWry4owFBxiJ+dN/HDF4ZjlPXKWXGGX/3uHSa9/jtm9pdV3KvosRKIKWBgipagz8Gnv/qvVKXOJMndisVSgTNtBq89tYB4nY/GivPs+fQsdr0qPFZPwmRWLpxIQrCedb/6Od6sAoJeA5MXzMV/7h0+LolnYhrU1FRwR5XLwqGxVFbX0lpnxZw3lRdXTkKncHDt6BHOF5dh81jxRxXw/DMzuq2iubxqBs8dR0pfkut7jbtnvcuCKm4sWYma8KPfqhuH2bL7KjqTDq8xnsD1Y8TOfJ3n5g3CWnGDYwdPUee2UWVAWeYAACAASURBVFutYun3X6Mg1c8nv/oX1LNeZ9XE0AQ0sefXv4Vlf8uSIXD6041crnCgjIkhf+JcJuTGUXpyJ/uvV6FWGEgeOoVlk7Mp3v0Om2qH8ZPvzkLVeJs9h45R2+zAZrcxdM6LzB+ZxK197/Lncz5GDonDUteIxe5mznM/YGwSGIZOJj+p72uQHls516tcTJuZQ+jvK29rBft3fExho4FEsxITVhy+5HZqnmaOfLKBy1V+NFo/mvihLF88geqzuzlb3YD34MeoHDNYMiaV64cPUlTTSGuDnZRJC1g9dxSaysP8458u8vqP/gu5cWAvOcR/rG/kW//H83T+VLqq2b/zINWWeg5u+QTnlAVMHpFKnlnPjTt15Kfk9JxBcS0ICAKCwGNPQCShj/0UPfgOVldX85f3/sit4mJMJhMzZs5m9bNrHmBDQeqLT7Br6xliRgwjR3edcxU+Fk6YzbVrl/jzexeZvWghObFezu7agytrNivHjcL4uVwhgQWvrKX09AE+3riR5U+9QKqqnoM7d1LmjuftX10EZyPlDSreajzSnsAm5/PckjkkJgxk1drvE5/Yx2Hp+jFtSb+wkz/8KqEbtzqVp196DpXtGm/+23rOjZnIzAwbuzfvwzzledZOyAavhU9+/yv2nI7n6TExgBNlv7F8a9EI1MEA58+B3a1mwoqXSAqW8Pt//C0njIv5wSvfQVN9mt/88RBl8yYx2KwkKXcia2ctwt9Wzoe/28i1mpGMlJZ5AUPaKBam9XFcfTU3pDNjSVo4AXO31bJn+wkyZr/CynFZeC3F/Of54x0RFagMqcx+9iXMBri94w9s3nOVwa/k9d5ifRG7Cht5/o2/Iz/Oj83txWOr5uDR64x8/ntMyYnFYnF+zl+pj2bCwpdINikoOfERH5w5z+xh88N2QaeKkXOfYbDRx5EPf8mRM9cYu3ois6YnhlfdPxfsHgp/QxnNymziokM3pYPiQ9s548zjx99bjFll5/THv+Fk+P7wUH5yG6cb0nn1+4tJ8NXx0bsfcql6OAvmrqT5Uhmtc1/hmVExeBxWcqcspCA+Cted4/z6wxNUThlF9j36Eq429Gfp04uprfmU2S+uZWSciWDQR2qagau1oVdfRBJ6PxiFjSAgCDxeBEQS+njNx1fSm5aWZu6UlBAIBLBarVy9UgRfKAlt49LB9TQUmcPvhGoNmSx/ZTGNO7dSrB7Gqp/8GHP4+WIBZ7ZcpGHYXIaNmc2wQdVs+2wdF9PnsmTVC6QW7uLd3+7FbamjwWMmLcnUfoCtr40WVyIv/+hHvDErSMDZyIH1f+RyazKzX36ZuUNTofIw/37UxHefH4vWVsfGvYfDG3ZU0XEMHhYbTqK+HNRYBuZmolUoUEZnkJGkoM1mx95wjQpXAmsGZrSH18QwsiCbT6+W4Ro5Akgib1BK+2Pkjg6k5eQQp1ehVqcxYFA88QUjiderITYRo0aBI/Sk1+ejzVJBTVMprSVHuVZZgb7Jxsi+JtNfbtDdvB0N16kL9mNObnvmq4kZyOD+CppDVoEAPk8LZddL8diqOF94A6smnjbXXZJQUxJxjib27t6Jb/wIcnL7oyaa1Nh69uzcg2n2OLKyslAoum+88roc1FZVU+13cGnfBaqduViC7ZuGjJkDyYzVowx4SE3L4GTp3bcMdRtghAtLYzXKfgXt71pamzlzu4rRC9cQo4dgUEf6gBzMJS5wN3Pu3E30aXOpu3mZWr8Tgq1UVFpgSFK3yMGAi4aKSsruuCgtOkZdXQW1TdxfEtotknShJDouhvo7jZJCSEFAEBAEvlYERBL6tZquB9PZ0DuZKpUar7d9m0tMTGjl7ot8ohk1awlrerwTmr5yDZzaSV3zIKKSjLSVFWOeOI7U8C9wBYqYDJY//93OzURpoxbxk9GLKT3xIUf9U1g7rX/7qmbbJX77uyJ0OgXKoItrx/ZRnzCbRZPrUYTHoAKlEoVCiVKlQhkuy5YMv8iQPuejaO9nOKwChd+P2+4kkEBYL23SCrmFyoFAMJSlhK46xyeFDNW327fL8HW7Y4feS83F3Xy0t5kxE3PIGr2SCZV/6NiMJEV5NDLEuL3v4Q53ll2WCj776GPUA4YxMGcwi6a38s7Je/TRlMsLf/U8V64X8dFv/5MhK9eyYupwZj39BolXb7B3wy8JZD3FX70ypSuQu56Dmz6gLHo0w9IymP7UbEo3l3fW92TZYvui++k7Q4bH2HU3KVGG/qAKf6T567LVBj2E/rgLbbhLGzmL2AEJXZUdpSt713GsIoFhBbmMnzafm+XrP2fTN4V0P/XNS1gLAoKAIPC4EBBHND0uM/EV9iMndyBrX3iRvPx8JkyYxPNrX3qgrXts17h4shaNp5T1b+6lzRBF0WcbOFLUiMtax4U9n/Hp7uO0ubua9dpvc/Z0PSMGpXe+FxpaFfQp1OHNGih1DJy+nGcWjur27mdXBAgGAvj97cfgBNw2aipLu7Uht/2yZX18LvHUcb2irj2U38Ht63WkDRqMQfdFf6y81N4qh4yRzJ49l3SDjZr6pi/VVb+rjZqqRr7gIUXhtjXRKajtjZTXt4SvPW1FXLkS2jYFLnsDVS1aCibPZGxeOg01ZWE9mElO1WKz2fAHArgb66hwdCSG7jZ0aaOZtXANr744kbrLN7G7PKii0pkwaxHfWrsaX8kNWuUnI9kbuFnnZNikuUyfloetohzrl1vs7OhnZBEVl4yvvhFnaDFWZyIzXkd58S0cXgh47ZQUF9MaGo42lqGDU7Fr4xk3ZRazZs1ibME48tLbN+Z1RXdQWdpE/PAJTJs0HrWjFpuz45WD+H6k+d3YHS6CAS91NZW4PZ+fsfAfAsogvvAOsFBkP1ZLGwnG0AvY4iMICAKCwNePgFgJ/frN2ZfuscFgCL8HGnoXNPQJrd48uI+D4t378I9aRXq0FafDjyFlGCvWJFJT6eDGgS0UMokc4zV27oli0cKRBOuL2L3zBJoxcxki221jKb+BLSaTKH2od0p0BiPB0OPOnh9PG5eO76KipJx6lwadRo27voj3vsjGpJ6xe7nWmdOZO28UWw9vx3YzFjwN2MwFzCvIQROo6cXrXmojA6eOwfifB9iwsQyFz4XVr+fLPIm33jnOn/c7eeONp/iie+mNMYOZP+UMm7d+SG1WCkajCjo2nJvjcxiVeogDWz/mUqwBb1376npovoaOmcKZXdv4qOEKMSZ/x87yUObaxPFju7A7wWOvZ9CYBehxcvXYMSosDpxOO+njhhOvoOsczvgspuelsH3rOhrT1DgbWvFreiZ69+J7//WalCziPCdpbZtGTEws4+ctoWz9e/yptYR+Ji0ee2gXfmjBW0/etGWc+XA9764rpl+sDl1UFhMnDcfQDbiRYeOH88mJ7WxqyEDpasLp61hZjcpl3CAjBza8y83sZILWNryhpfYeH31sCnnZBo5t/YzAxOmMGhxDbbWd5JSODVI97MWlICAICAKPOwFFIBAIhh5lhR7NNjQ2YYxqP7cxUsflZ0RK9ZF0obpI+vvV9cVf6kdP2Ze2evqGrkMrakGvh8TErhQgUsyQbSR9JF2kduT+tfVNOByusJnkH3rEHBPT+5zI/eXxJX+5ri+23fxbb7Nu005qautocirol9DeH0dLAx51NNFmbfs5oUBC9jCmFxQQm5RIjNbC1t/8juKArmN1M4DPlcIzf/MiWWo3zc12LCUnOXTVQcHsOeRnxtJ26xSf7TuFxQtem59pr/6QCZnm9ndEQ6wDfpxWGwGtAXPot3xod/whLWsXDSDg9KI1RpMQF4vS56ChqRlTQgZmWTIgjUuSvTEJ6QMBP9bGejAnEG3UosCPpaGegCGeWLMORcBDS2NTeGNNyD42OYMonZLQEUutTc1oYxMw6zSEjhZytjViCxpJiDahUgawNjXiD8UJ7cbyuWlssmBKTMKg8tFcVYc9EEBliMGEi4Ahlmi1j6ZmOzEpieiUn19plY8n1JfQJ/QO4tWdH1Kkn8SaOfkd2sgion/HCQahuqDXGebp8QXQR8dy6i//gn/8D1g2IQOPpYVmS2hOjMQaFNg9ahISYlH53bS2NGJz+TFERaP2ulFFJxKlU2BtrMTiApVaR3xSCjqlH2dbM81tDoIqHXEJCZh0StzWFixeHUkJUQQcrdQ0tYUHEB0Th8vpISE5Dr+1hVaPlqTEKBTBAB67hWaXitTE9vu059ika0mGWcnGGvr/0O+1s//j91AOW8HsYanhR/G25ipa7H4USh2xMXpsdj9JKfHhe9tpaaCxzUkQJVFxSe33Bz6s9Y0EopKIMajweRw0NzTiCiiJiorC47JjTkjDpAGPo5XmpjY8CjXRUUY8LohLiUXpslDf5iMhIQGtKoCrrYVGixNjdAImRSubNm1m2PyXGZnevo9ePqZI4+pNF4Ya4f8yKZ4k7+UvxZGk5CdJSS+PI9f1LEt+kpTXR9L1jCvZSFLu31tZbiuVJdmbj1wfyTaSLuQj10tlSd4rZl/85bHkZXlbUlmScrveypFsI+lC/pH096vri/+D6GukGE96XyON/17zEmXSow4dQyf7OJ1O3G43sbHtiwgiCZXBkRdFEtp1KL2cS6QbMZJO7iMvS7aSDNXJy3LbSGXJVpK03GLfbS3Tx/X/3Epfp40skKST5N3al9tIISLppLqeUrKV5N3a6ukrt70ff7mNFCvod1Fy6QaqzBwGJHUe9iNVd5MR/TsSs4DXRVVNJTHJ2UTrgzQWH+T9D++w6I1XGRzfnuFL/pLsrf9yvbwDkp8k5XZynVx/L3+pvjd/uV4qSzJ0Fqil7Cybd19h9rOvkBXb9R+pZCNJeZ/kOrle6otcJ7eVypKU7Hted/r7LJzdu5Vb/hEsXzQaU8czrZ720rUkO/0Viog/d3K73mwlG0lKfY0kJRtJym0i6eT1obJkI0l5fSSd3Ede7s1WHk8qy22lsiQlm7vJSLaRdKEYcr1UlqS8jUi6vvjLY8nL8rhSWZJyu97KkWwj6UL+kfT3q+uL/4Poa6QYT3pfI43/XvNyP0moeBwf6W4Tuq8PgbiBzBkb7Dyo/uvT8a+gp0oduWNGhf/z/1KtKZQEm4vZuG0zVg/YPDEse3EV2R0J6JeK/dg6K4nJGMWSBQmotNKGpMeos0otqXlTyE7J6kxAH6Peia4IAoKAIHBfBEQSel+YhJEg8OQSUKg09B+9mG+PXvxkQVDpSM7K/fJJ/MOgpjKSlh06SP8xTJAfxnhFTEFAEPhGEvj8y2XfyGGKQQkCgoAgIAgIAoKAICAIPE4ERBL6OM2G6IsgIAgIAoKAICAICAJPCAGRhD4hEy2GKQgIAoKAICAICAKCwONEQCShj9NsiL4IAoKAICAICAKCgCDwhBAQSegTMtFimIKAICAICAKCgCAgCDxOBEQS+jjNhuiLICAICAKCgCAgCAgCTwgBkYQ+IRMthikICAKCgCAgCAgCgsDjREAkoY/TbIi+CAKCgCAgCAgCgoAg8IQQEEnoEzLRYpiCgCAgCAgCgoAgIAg8TgREEvo4zcbj3JeAh9tXiyhvsAF2buw7T4PX39FjD+XnLlPWYO1lBC6uHNrK1VpXL/X3Uju5evgzytvAVnqePcdu476Li9fZwIkDe6mz+e5iJarkBAI+N6e2fcD5O40E5RWiLAgIAoKAICAIPCQCIgl9SGC/cWEVGhL0FnbsOoDdZyA3X8Hmd7dR7fLTcPsY289cxuuV3U4+K6e2/IE915oAH7W3iqi19kgKva2c2f4Bv/7Fz/nZ//4f/Ne//yn//ouf8x+/+Q+uNXYQDHipOr2b482JJJhBExdP87W93KwKJcPtH7/bTtWd69y40f7v5Lb3OXCxieqK4k6dVFfV7JDc+i79Tez70zvcbAWPrY73f/OvnLrT3BGnhe1v/YbLtXdLj/veZE+Pwv0fsLeoDin9714foPzQW/zyw9P0eZQBH2VF56hosncPed9XQRqv7eVn//EhbXfxsVec5Zf/9HsqO2zsddd5b/0HNNi8d/ESVYKAICAICALfRALiu+O/ibP6EMZUdekzjlyrpe3STd4NWEnQQlv1KTb8uRWd5SZ28yDOHttB6/j5jBsQTUvpRQ6cqSDJ9hkfXvRTXlKDwrORujPqzu+7zp/xNOOXrmXckiAN59fzztkovv/6Usyy/luqL7HvrI3Za0ZiUkLQnM6Y/BT27j5G1rcXEQMEvE7qKm9TbwNP022OF3uZNMlMXWlJZ1tSyGRNEhkJJumyT9JVc5Vi1VCmxELAYqe1yY0/0LFu2FpGRVsaYxN0fYrZN+NWqoot5I6ORxXR0UNbkw2nJ3KKGtHlgSmDuGxWrG13TyY9zjbsbZbO1VZrUxUaZRIGneaB9UQEEgQEAUFAEPh6EBBJ6Ndjnh5oLwOBAE6HA6vVikajISo6Gq1We9c2misKUWc9x8uzFncldrPnhH2CwflhXdWFT7lSY2d0kp9DJy8w6dkXye8XSvgcnGgsRVEwnYlZhrBtMBjEHHe3Nv04mm+ycf1pBi16iuy4juROpSF34kK89nV88KfNzF48n0GJiYyZvhS/u4UT25qZtWIGC8bGcOqPO4l79nnyZVlt0Gfn/Gd/YI8lj79fO/WuY+5e6aW+rJaUwRMxtt7mvQ2bKK6ppG792zTOWsPM5Cb0Y0aQ9DBzqYY71OqHMjlOg9/TwqU9uzh5vRJv/AAWLV6A4vZOtpy6Ra2vmd+908Czy8ZyafvHaCc9y4KhqQSDAfZ98O+oC15iRl4itroitmw8SIvfT/zAsXjd0E45gNtaw54PP6DYrkCjiGXGc2sYlqSjcPc7nHAMINt2jZvNLkgYzwtrZqGvOsm67cdoqPPx+98qmL14KQM1tezes4eKliDpQ6cye4SOzRv2UG1pYd0v3mbqvCVkePzEZA1GL/4n6n67iStBQBAQBJ4AAuK//idgknsOsbGxkU0b13Pu3Fni4uJZuGgxc+ct6GnW7Tpp4GR0RgNlxVdotnZ/tzMY1JAxqIDMIeNAoaJ49yd40pcycXQuhnAUG9FGHYqEFPr1M3UmoQqFolsbXRdBbPXX2f3pCQYtW8OMvISuKkCpMTBk3mtozn7CwU0baZ63gskD46m5eogDl28ziCh21rq5daMI066tlOhD7joyhxQwJCua+PRBDI9P7hbz3hca+k99lsxgEBQKnl3zDNbadYxe812m5Ib6N4DXBt47ypeySCrgW68GQ81Tc+0Q+24HefX1vyVZYaXapyJt6gpW1VWyzTaZH7wyGa21jmOtzejcXSujdksTGrcfV3MJ6/+ylX7zvs0rBem0FO/jZ9sgNBK/o5GDG9bRlLOCN+bm03hxM+s/2k7Saytx2Vq4ctHH0n/4MYu1zbz/q1+x52Q2z86czItLG3hrt5Xv/dXLRONm9+824c17jh+9mou1xYLBYObZ5+bT8OY5Xvyb75IZhpFGNhD6o0R8BAFBQBAQBJ4sAiIJfbLmOzza+vo6Ll26iM/no6GhnjOnT90zCe03ZBb9vA4qySEh/Lg3iLulisMH91JuTeH5gmkkpI8lGS+tmsWkxUbjs1pp36pkx+X1oXDYsFoDHUmoClO0sZfHyqA1pTF55SzOvP8nfrnDj8fpRa3XoaA9CfN6PAxa8C3WrPTRptPhqb7I+q2H8ZgHM3DwUGL0bbSdLyc2N49cE9RdO8vNG3XkZScyYNR0sr7uSU8wSEtJGbdq6zBnJJJiCC3B3v/7qE1VV2lUZrF8YFL4nojKHMuw9B3hcltNMRcrFCxcmIDbakUd3x+F6yitHX98ZI4cTZpRBapkhmTHcaa5Fe/nckgVBBu4desajSP7ER8Ti06tpPufL0/gD58YsiAgCAgCgkAnAZGEdqJ4cgoBvx+/P3D/A/a2ce3SFRod7vCKVfsKpouTu3cTPWIuS/oZsd4+y/HbSqKTB5A3KIOaCzvZf1HafuKlpqQWHB9THSW9E5rJU99dTHzEXijQmuJINcWx4id/B95SPvrlKSb9cA0Z2lAS6uLsul9QoTQRnRqNtuU223YcYdS8p7FV1pCdO5gEYzMV5vMk5gxmUDToWktokjY7RWzz66VMHTqf1avg9Na32W2LZclLLzIh+/7fdQ143ehMUejU7f8FKBRq1B2vEvj9XnzeBk5s28g5tSo851HpOWjV7ZmmRi3NIag0Cmy2Nnyfu53UTF39Y3y79/Pur/5P9ENX8/KyCb3+0fH1oi96KwgIAoKAIPAgCIgk9EFQ/JrFyOyfxfQZMzh65DDR0TEsX7Hq7iNQKNEZjJgUGlkSqiTObCQ5JQWTKZQYhh6tK9DrtCgVSrLHLeE746SwNva982sUM15l9kDZ43ip+h6y+eYFajOySA69sPi5FTdQaGIYO/8ZotSNHK6suUe0b0i11syYWU8xYvwk9q//CydOFTMhe3S3wSlVanR6WWIatGO1EE781QYzbc31uL1eMOjw+xqoq4D+gMEUR1RUDgteeI3caH3XnPu91Hdr4e4XxsRclrw4kPE3j/LBRye5XjeEYXd3EbWCgCAgCAgCTxABkYQ+QZMtDTU2NpaXXn4t/C+ku+f7eGozOcNGhd1Dtu0JZxv1F04zYMQ48uIlndTCg5JeKs8fZfeZVmasWhDeNBPOQT0tlFcFSJ0TFW5Ia0ogy6zAWhc6Dqr7x9law7XbNZRcL8WRkYvCb+f4prfY3DKSf3t9XnfjPlyptfFkJii4XXSRfsbxZKVG3/cqX+vVbby5N8jrf72c2D60KTdtLTnBpUYdMSovXr2JnKyU8Huv/Qb3R7mxiHNXUigYlErB6FzWbfuMfoxDYynhSgtMB5L6j2dS+pv8efMeFoxMw1Z5OnxsUigJNaYNYsHYK2x+62OmzR2CxuPC7dUxYvxIeRd6lBXE9EsnxXGA05evMzIrmdoLRXijzQQcXqJSE0mJ1mMkndSkI5w9XoQybwCpCWZkB3v1iCkuBQFBQBAQBL7JBEQS+k2e3V7G1vuGoF4cZOqAz8rxLRu4ZfXgtKcxQrbQ1m5m5+quPZyqkj/79lJ9swra3qM0uv1RbiiZjUrOYuacBSQZIar/eBYbNR27s8HbWs7Bg3uo92YwadEyBpo9nNz1KVcrbSg8rVRHDWFWQveNTbqodEaPM2GSbbr3e11YLa2Yc8cwckgmaoWS3HHzeMYV+UUA2VDvWlQbopi+8jmu36rG7vJGWqDtxd9NbWkVqcPnfOEENBTYnDaMlJaz1Fmh34h5DMkbEF6JThy+iGUt52hos+MPqBkwYR5Pa4qot7SiTp3M66/2R5kSiybKxNyV3yLuyi0sllYSRz7D65m3UabHo1AYyZ+/EoznqLO04tfGM2ziaKJUAXLGLcZEKsoO9Omj5jHPl4hOoUCXOZKVzym4bbHi9vZnQH4qV65V4FZombrwKXITQwlnLitWr+BKpRXXIzlKqpdpEWpBQBAQBASBr5yAIhAIBENJidfrpaGxCWNUdK+d6FoF6zKJpAvVRtLfr64v/l096V7qS1vdPduv/H4fQa+HxMTEzupIMUOVkfSRdJ2BehQk29r6JhyO9q0bkk6pVBIT0/uc9LV9Ka68C/erC/kEAn7cdhueAKjUeowmHYrO1dGwBW67A5eva0d2pLZCbarUGgxGEyrF51dSg34vDqcTlc6MXqMkGPDjctpxe9s3Nik1eqKM7QcKReo/WDj7wX5iVjzFIFmiLNlKMtQ3eTlSX++lk9fLy1JcSYbqgj4r53aexDx+Evkp7Su5ch95WfKTZNi/G+sua7mNpJV0kpT0kWQkG0knyUh+kk6ykWRIL5Ul2dNWuu7NVvKTpGTf87o3/97sJX9JPkx/eRs9+yOvk8qS7GkrXT/MvspjS+1J/ZGk3Eauk+x7SslGkvL6SDp5fags2UhSXh9JJ/eRl3uzlceTynJbqSxJyeZuMpJtJF0ohlwvlSUpbyOSri/+8ljysjyuVJak3K63ciTbSLqQfyT9/er64v8g+hopxpPe10jjv9e8RJn0qNXdT7V2Op243W5CT2RDH7ESGuluE7peCSgUSgxRMR1HL7WbdX9NU4nOZO5c0ewZSLqRJRmqj7RRXaHSYDJ3HbqpUKowmKLRdyRhIf+7f2IY+/yq8HFGd7f7imtVZsYtm/8VNyqaEwQEAUFAEBAEHj8C4nWsx29ORI8EAUFAEBAEBAFBQBD4xhMQSeg3forFAAUBQUAQEAQEAUFAEHj8CIgk9PGbE9EjQUAQEAQEAUFAEBAEvvEERBL6jZ9iMUBBQBAQBAQBQUAQEAQePwIiCX385kT0SBAQBAQBQUAQEAQEgW88AZGEfuOnWAxQEBAEBAFBQBAQBASBx4+ASEIfvzkRPRIEBAFBQBAQBAQBQeAbT0Akod/4KRYDFAQEAUFAEBAEBAFB4PEjIJLQx29ORI8EAUFAEBAEBAFBQBD4xhMQSeg3forFAAUBQUAQEAQEAUFAEHj8CIgk9PGbk8e4Ry4qL12lydPRRa+dG5eu0+jy3qPPDkovXMfSi5mtuYqKmjYC+Gkuq6S+xdEZz9ZYQ3VlC5G/id5H0+2LFNc7O+37VvDRWHyOKitgq+H8hVLuHslD+dXzVPc2kL41ft/WAb+Dq2dOUdHcxeW+nb8qw4CXyhtnuVza9FW1+NW042nk/Klz1Ft9X017ohVBQBAQBJ4gAiIJfYIm+8sONWipYNepG3iDPrxeL16/l+brB9lyvDh87fP5CASCBAMd9SGb0D9rBUd2H6XG0XHdofcH2r//PeBs4eDRvTRZvWh99ezcdIiGcJw6tq9bT2G1haCUhQYD1F8/yo7j1wAfNRf3ca7M1n1ofi+3T23jzV/8nF/+fz/j33/+r/wiVP7Fzzla3NpuGwziarjF1gOFBNSAOsitE9u4Vu3s/C770PfT+31dfW67c4pPPyvCofC3j0san9eLzx/g3t9nlcBa3QAAIABJREFU372bnVdBN7cPbqCwLtCpkheCfivHdmzjRk2bXP1QyrbbB/lg03lCeXmfPgEvN07v4NCV6j65yY1dtVfY8N4upDTW2XibLXv3YXdLky+3fjDloKeFk1sPU+Xs5S8kVxW7t+2morWX+i/SDb+TK4c+Zv/Fqk7v2yf2cOhyVS9/bHWaiYIgIAgIAt8oAqFfv+IjCNwHgQA1xTcxDkilcN3/4miNmZQYfdgvWL+Ht67txdZUwcjn/i/GePax8UhZR0w/LeUl1NuD3PqthSSTCoVCEU70sme9wJxUK7dqWtBV3+GzvUcYmh5NbOAoGzfrGRq4SG2/keRQx42aWIZlxOJz1nNg31m8/Ydz5nQz5dUt1LovcoaYzjFEpQ0mf+IyciYsxVp+hrc2nmPtD75Lql7TmSj6fS0c23Wc9LHzyDQAijSmTcxhy849pDy3iHSzlqDfw+ntb3K+EgJuG6VVTaRkZrDrz292tiUVYvNm8Nyc0WhUkub+pb+tkiNFKpbOUNy/00OybC2/QEnZcB7Fup+9sZRb10qZ3jG21trbeB16VKovAPU++djrS7nisTNc9RX+Pe7zUHqrkJoBIzp66aWk/Aam8RN5eCO9TyDCTBAQBASBr5CASEK/Qthf56YCHhvXShpJyx+Bp0qBSq1Bo9GEhxRaAQwllmpVexKVMmoVb4xqH6294Tofbz7E9MF52Px+Jk2aSYJJHU4GQz7VxzZzpCSFCeMmhh1CK6eJQxeTGL4az3igrew0++uM4SS0vHA3lqiBDIvThVcj/f4AgY7VyvYWwdexwipdf162cXHbJ5To83luWHpndb8RM5lcs4HPNm1n2XNP0U+nY/KqnzAZqCncx66rQVY+NRVrYSH2fnkMyYzt9A0VGm4dZ9cVHysWTCHacL8/WgFaqktpS4omoSMHLT2zhd3nq9Gb+zP/mWUkyXNTn5XCI/u42mhmzsr5xAetnN71HpdrgsSkDWTO3IUoao5z/LaKubPGYdbZOf/JblqzJjOjIB1fYwkHTpcwee503MUn2HPyKk5dBnMXzURTdYbth0uoa2lm3ZsOVj43ldrzB/BkzmHq4AQCfi9Fh3fjyRzPmIHJKHFyftsGzlbZMSQPJ74bDSja+zYnSrzozPHMXPo8A2IDNJdeZP8FK0MzrRw9V44xrh+zFj1NjL2QT7cfp7bZxkdvvs+0+QvQNbSiihuD+iFmZo1VpZh1qWjCjbgo2vUxJ8osaJILeP6pyYT+PpE+Pkczpw5u405wGKuXjkXja+PIxnXcbIOYlOHMWzKDYMlhjlTpmTdtIlGKJk7s2os9dy7zhyZib7zFgfN3iLbc4fT1OhwVm9jgnsjc2flYqvTkLjZJTQkpCAgCgsATQeB+f1M+ETCelEFaLBb27N7B0SOHSU5OYcnS5YwuGHPX4TuaSjhbVMn0Ai0eYzKTFq5g+uD2VFFKQivObaHVGMoYgrjaGqm+dZm9+0/hjs8mLW8cqf5bfLZnP0NH5pOVlkqUXoM2OpXho8cwMN5Ns9X9uT7oTSnEZyhprjXSWLiXfYXxrPrOEpJUChQKN0W15/FnjmfKhOTP+UZS+L0Wzu/8hPPBoXx71QS0amXn6qhSa2LU4peIPb2Z9X/6E5NnLWZiXjI+Wyk7dh4ibvxKam/foOTCOawZXhT2hHATxqhU0tJj8bnttFh8BILtrxlEav/zOgXxg2fw+kAFCoI0XtjMhmNqXvr+axg9NqyNzZAkefm4dnQbO/a0sfzv5pKIlSMf/5pS82KefXkgJQf+xF+26nlpvI6bly8wduIoDM4qTl48g6chljEj0nBW36TaAvbS02w4cIdnnnuBJF0b1TYF6cOms6DuIg2Xh/D0y3NJDrZx+uYlnPpJ4SSUYGg1/CoO41BGZzVzZN2fuawbz4svFxCov8zvf3EH07zQWxJOLu99m0PVI3j25Qm4irbzwfr1vPbC0/ibK7m4Zye+7/xPXnp5Dmc//n/ZtD2e156awsJ546jYUM7yl58iU6dDkfkUeUo1HX/bSBAeqMwcu5S0oAo1bq7uXMeutnx++HIBfkcF9Y2Qpe1ozm/nwp6P2FqRwA+fz0ftauDA+3+kKmMZa1YO4Maut/noUxXLx6goP1dIU8Eo9N5Kjl88icqSxeT8RCxV12mq1zJ10Qqam8up7b+EFXPy0WrVrHzjFdS60H/Hfbl3HigKEUwQEAQEga+cgEhCv3Lkj77BqqpKDuzfj8NhJ5SQ7t2z6x5JqJWbB85iM7cnnRjUOMvOs/WajdCio5SEotSSlVDH1QM3uNEYwBxlZPnrP8ZTdoITu44zb+0CVs2p4OSJy1y/cIKEnGlMK1jOXI+d4qsXKKvteOcx4OdO4QFOXXOw9Dt/z7IZU3g2y0vDTR+Lnk4nWZY49pVmwOfDnJ3H6NI6Pt7wfti9s/8dwaIGT+blBU6uWuzgbOTwpxs4X+NgUnMdZS4P9a2tODSVlCnb8NsrKa0bzIs/nEXqsPn8eFhfe6RAqdKgC6/2+bA212FxKbE5VaTGJxEbq8Dnrg0Hbbl9iMILNcz4zrfJS4rGUbyXozd1PPvfCogzBskePILdn5WAaRrx3lZK21yY7WV4srKJshXT2jYTa0UD5uQxBNy3sZbV0uJTkZXSn9yY9tVsnVaFSqXFYNSjcvT+Zqi9rozzFW5mf28UcUYjgdShjBrej1uAq6GY/ccbmPzGJFKMehw5BcSe+IRGm4O40JsPUcOYMzYDIzCwYByn99bi8SvR6bSolGr0RgOhNfagUtPx6sbDS8xUam34EXjQ78DSZMHdUINdNZWkxDyiQtTDt6SL8lM7uFZm5NVvLSMzQUfjlaOcqDTzrReHEqODAUOHc3h3KQrNeEyBk9Ta7OhbKonKHoim8jLN9kk0V9aiTZ+B2awPr7yqtXr0uvYsV6PTolCEfpb6ev8Ie0FAEBAEvr4ERBL69Z27L9xzj8eD2+3q9LfZ7J3liAVXK96sCUzS3+io9tFUfJaEcU9RX1fBuJx4ykuaSdBXc/mOnTVTxmOy2ElIS8esVeHLHcPsRAXRGtBoM5gxL4WW1lbQmHA212N1uDElDWB4eMXPzY39nxAcvIK/XhBLTKKGpqpKVGoj8QPz0JYc4ZfrTnckvgGs1aVYCt+m/riuo28pzH1+BcP7RUccisaQwNARcdjSmsn2NnH83T0kPbeaQabQM28fZcc/4UKDnYRxI5nqd1G470MqTSOZNfgyI2ctYVC8k0Knh5ZB05k1IhVv41ne39BjY1TElu9HqSZzylNMvvkWH/3n/406dxbfXzENcygjc9Ry5mADA+b8gOGZseHEyWm34LBX8enbP0cdDBL0/f/svQd0HMeVqP1NDsg5kEQgQYABBHOOokRRDBKpbAVLtuS4ttfe9e7++6//Xb+z7/nt7tsnx3WQZVuWJVmUKJEUKWZSzAEkCILIIIicc5rB5Jn/9AwaaIIDCJTJlWUVzpFu9a17b1V91d1zu7pm6MBlTcQREUdOupni641Eumxkz1qNq/IcTR2d9HU2MmnFVpInx7FmQROHXvshp2Ons3nbdjISpLRwYn8uhxW7OYbEkEASpVKr0RsCL6+djkGcri6Ov/EzLmjU/u0SFosZu3top2mICXm2tHoTgwPtON2eYd3EenCHrdRmFmzcxPVXd/Pr//hnJi/cyiP3LvInoo6uFs6edbDiqS+THiMx8mC3WrD1V7Hzly8h7Sb1OG1YtOl4Q6LJStVSW92GzuYiM3sjA55dNLbV09PQR/oDyWg+kR23d5iXCCcICAKCwB0gIJLQOwDx0xYiMTGJuXPnU1hYgNlsZsOG+8cfgnEKSxdHcvRAReDVtdvuX8lpqCymr6+bEns73R1WuvQWmKbBGAZH3niLzK1Poe5wEhN+g9NFXpbfex+pURp6muro8kWRMclH2eVCSuo78EnLQP4/Ny036vGmJHPD3Yp/aQ0wR6Sy/J7lRE1bxbe/s3ooCXVQ/N7PKZryeZ6a4Ov4QBsaQqJj0Xa00h6ayD3piUT623cxEG5G7w1sQvR5nfjCMnhg+UyuvF081L+7K7SmRLZ+/V9Y11TI+++9xzvHYnlmUwKYE1l73xqu5/6BQ5FfY9vyTEwhkYQlzePpv3qOJF1gJVPunXlmMh8W1FIdrSFrSiKunkiqqgux9seQnRiF1gT3PP11lvfXcui3r/LWsTz++Zk1sntAqtUYdXrkTRLSirHTFki4pRVEXV83vW43iejxetxY+rqQljr1RjOG6Ewe/NLXmRGhH1kpx0tTx81NSEe3t33hVv87o1FjiJ3Jc3+XQfv1PN7f8Q4fJEzlqUwwxExh2dp5lLz/DhciXmTVrFiMIWGYk5bwpe886U9U5dV0n/QzDlOTyK9tJDrUyuT4RKKTp1Bz/SptA6nMTw5F5R36hYY703ERRRAQBASBTy0BkYR+aqfu43c8Pj6ezz//Bbq7u9FpdSQkJk44mM/Th2NATWRYCIbkdNQGPWkpUehUvUQZ2qnFS3fpKTqiV/FAZD+79jSw+RtrWGzPpz6/BlVkOaeuObG5G+ne+HUWLruPGcuUCdQgl99sxLn2c6ycfGu37szrSh8uay9Xz+dhmLlw5Hv1PhcDvTbCEkL9Dau1Ycxdvgrou6UjPq8La38/9tY2ujVhSCl0S/Fh3r7s5vkn7icqJPClrVscx1W4aCitRpsQR0hYGhmTwqgwG/wrbZKbIWkOj2wa5N333+ZS0ldZMnkuc0OvcOzAZR64JxO6aqixGFg4eyaRU7IIee8ADaZpLA2PQD0lkouHz2BJ2EpMCPS2ldM+GEtiTCipmWk02wO/dBASlYTb2UpXl5XQiBAy0lPYd+4C9XMiCGm9xvkbVpYsg9C4FGZO9nHkYB4xW+fhqsvlfEU3k9PAGJvO8qlnOP7uacIeX4JpsJvaxgamzVk57ugNIZEY9Bba2izERJv8+3XHdVBUthYc5nRHAlvXzyPk49zVPFZu1LYQHhGLKWkSk6Ni8RjlOdQSN2MtWzQW3nlvL7HhD5OVkc28Y39k9+FCtixPw9XRQItFy6zsTBKmTMV25AzNs9KZG2XCmxDNpQ9O0D/zWeKkhWOXlqjwSK53dWIZnILJaEItP4MpxiSKgoAgIAj8pRPQfP/73/8f0reUvV4vg4M2dAb5RVnwoUu2o/+C6SSbYPqJ6m7Hf3R/5OPbaUv2kaXP5wWvx79SKOskGSzmWPqxbJXx5LJka7HacLlGfhxH0kn/GY3jz8nttq+WVriMJqKioomIiEA6DtbXm3QeJ9WVN7AO1NDunse0kEa0Kcv9vxU6Z2oSDpuKxEg7zaoEoi39JC1aSXqEk6LzefTiwOHwgqaLaxfKmb79WbYtTaEyr4rotMkY1RJXN43Flykou0719S6mLFlBovKrybjpqimn4FoxNXW11NXWUF8n/aRPCY0WFZ6+ZuokfV0tDU0tGGOmIOWB0s8s2d060qalYpReDbvs1Jad58TxM7jiF7BpzTy6blziakkldZXlXKkZYNbSRUwa+vmpAAMvdoud6CkZhOrdtJVfp8+ooebUh1xptjJzzVpmxJpwDHTSNmhgRsZkDNrAT/7IDGU51lwFzgMNEWFOzuzdz6XCIgZjV/Poxmz0PjeDFgcJUzPJyJxFegwUF5VjSp7DwsWz6Cs9Se7VYtrsBuYvXEqYAdSmCAyOLsInLWZ6ahTh5lC6+qxkLV1DWqQOrUrF9SuHOZNbRH94Jg/duwSzXo0pcSr6tqtcKegkcVYGU7My0LVd5+KVq1Sp0tg4J4GwpDSS4xPImj2N3vIr5F0rpNk4gwfmT8IQm87U5DgmzZoDDee4kFdETXM3M5duIiHEh8dpx6EKJTMr1b/v0+OyY/eYyJieQkR8EvHabnIvVKCNTSYx0jR8Xir53crQSem5wwwmLmHW5DDUE7hHyfFkiUpHiLuVI0ePUlB4A9PCB3lwfhJ4XfRbVaRmZpGRmUmisYfCwiYSZi5g7tKptJ/5kMulJbQPhjJv2QJCtaAJDyOkvwfz1KVkTgrHbDLTP2ghZ8kaksO0oNaREB9LV81VbrQPkjQ5TdpmPcGxBs4Uud+yDGhvrpN1so0sJb1clqVsq6yTdbKNLJU2Sp1sP1rKNrJU1gfTKeulsmwjS2V9MJ3SR1key1YZTy4rbeWyLGWb8WQw22A6KYZSL5dlqWwjmO52/JWxlGVlXLksS6XdWOVgtsF0kn8w/UR1t+N/J/oaLMZnva/Bxj/evBj0Wn9+oWQp/Z64x+PBaAwsfKi8Xq9PCiz9NE5HZxfmsOB76aQg8isnZcBgutux/VP9lX1RloPFDaZT+ijLHo8bn8tJbOzQl3HGGL/kEyxuMJ0yvrIs27a2dzE4GNirKeukBDEiYuw5ud325bjB2h9X5xzg6IE9VFY2MvuprxGT+1vaZn+ZzCgn0XoXJ/bt5FpdO7O3/R3bc6Svn0h/LprKpQ/okR8bV2ujycpJxzD0s06SVaBPHtqry2nqdaDWRJM1N53AKRqIJO3D62uup66lC4//d0ZHVk9Hj0mt1ZEyPYdI44iNHEVKQlvqK7EaJ5M5KdDPzrpiGroCL511EQlMT032J5Gj4wb6aqNw977hPaFy3GBS9pdlwP/WPgXzVdpOxF9pI8eTdbKU9cFkMBtZJ8tgfrJOtpGlpJfLshxtKx+PZSv7yVK2H30M7ez/8W7SPv8is6IDv0Mr2ypjyzrZX5ZKG6VutP3oY6WtXJblaFv5WJKyjSzH0in1H+Uv1ytjKv2VerksS9lXaS/rZBtZKm2UOtl+tJRtZKmsD6ZT1ktl2UaWyvpgOqWPsjyWrTKeXFbaymVZyjbjyWC2wXRSDKVeLstS2UYw3e34K2Mpy8q4clmWSruxysFsg+kk/2D6iepux/9O9DVYjM96X4ON/6PmJSzEiHbUb+zZbDYcDgeRkYGfOBRJaLCzTfqigUhCgz61BjsRg+nGwDp8I1L6KMtj+cl62VaWkl5Zlu3G0su2shzLbiy90k/ZVrCybCvLsWIG81XaTsRfaSPHk3WylPXBZDAbWSfLYH6yTraRpaSXy7IcbSsfj2Ur+8lSth99PJb/WPayvyzvpr+yjdH9UdbJZVmOtpWP72ZflbHl9uT+yFJpo9TJ9qOlbCNLZX0wnbJeKss2slTWB9MpfZTlsWyV8eSy0lYuy1K2GU8Gsw2mk2Io9XJZlso2gulux18ZS1lWxpXLslTajVUOZhtMJ/kH009Udzv+d6KvwWJ81vsabPwfNS8TSUL/G/+ZkGDTKnSCgCAgCAgCgoAgIAgIAp9FAiIJ/SzOuhizICAICAKCgCAgCAgCnzABkYR+whMgmhcEBAFBQBAQBAQBQeCzSEAkoZ/FWRdjFgQEAUFAEBAEBAFB4BMmIJLQT3gCRPOCgCAgCAgCgoAgIAh8FgmIJPSzOOtizIKAICAICAKCgCAgCHzCBEQS+glPgGheEBAEBAFBQBAQBASBzyIBkYR+FmddjFkQEAQEAUFAEBAEBIFPmIBIQj/hCRDNCwKCgCAgCAgCgoAg8FkkIJLQz+KsizELAoKAICAICAKCgCDwCRMQSegnPAGflubdTiv9VtefRXe9Tivd/YM398Vjp6utl6A99NjoauvDDVh7W+n5iHG47f10dvbh9t3cxJ/dkcdBZ0szfTbPn13XPpEOeUd4+HxuOlua6Bt08qdOo8c5SHtTCza39xMZlmhUEBAEBIG/VALav9SBiXHdWQK2vmqOne9k3b0r6C4/SVH9wHAD8r8pazCls3rTQkK9XmquHuVa3YiNbCzbSsfz1j9GuqmdwgonM3Mmo7YPUJx7mJou2XpIhkzhnnULiDTo/ApHfy0n9ueTuvYhFqdFgHOAwtz9FLWls2XbMiL1Sn837cVHOHw9hUcfn09z8WEuDczn0ftzMAU9+x2Un95FvnMej2+aS6BFZbw/oexoo+BKP1krpmP+E8IMu9ob2fPb3zP50X9gY5aZxtJC+sJSmZkSzd15uvQy0FZFfb+RGdOmoLk7jQwP77YL9kb2/u73JEs8Mp3sfeXnJG//JvfPSbrtUEoHe0clb/18H+v/4bvMibojM6cMP6FyX81FSr1pTBmoZjBhHplJn0w/JtRZYSQICAKCwAQJBP0YnqCvMPsMEQiJSCXRe5XcsmZWpmezIMpCv81HaJiO/oZqTh7fRcTSb2L0M/FRU16EPX4tyzPjUDFI/r6dmJc/T1aMD5VqgLw3/0jdwsdIDwuj+9rL7O/ewL3zoqluqCd57oMkhQ+lf9Y29p2ppc85l0hbPX/cdYj23n4G2jsoqKnmsE5NiEFLX08nmGt49b/OEZZ9P1+6fw7gw9pcwYF8C6u2z/AnflNmrSXvvf0UN05icVqsv7dd1bkc3HeObny47RY6u3oxRLXycuUxVCqVYpYjWP/UU8xJCFHoJlr00Xcjl4vd05B6dqf/fF435eWXMcxJQdnjO9mOz+ulrriYppA5zMi4k5HvfCyVOoJtX/4musi4Ox/8vzuiz0Zt3ll6spLovVRN8rac/+4eiPYEAUFAELgrBEQSelew/uUFVevDmbtsEYXdXsJjJ2H0lHDiSC7R08Ox1HpZ/tS/sjAzDo0/9QM0BqLiJ5GSmowaC3VhJsImpZGaICWhvdSYA+kqGhNLtzzMtesduF1e3IP9NNTcwGqWIgH2XvqtzkA5MomlM3Oos9qQVlTt3bWcvdHDojnz0Wnk1CucGYsDGZKvv4G9B46TsOAR0iNM/hjG6BQ23juXt/fvx7h5K7PSY4iZupTPf2cZHkcv5w/sZiD1BTbPDKGg2sKs2akoF1Y9DgsVV0/jS5jHjOTwQL8m8n/PACVXa5m54l78F53XRWtVCeV17XjMMUyN9tBlTyJ73hSMeOhtvE5hRT0un5Ep2fPITIzwt+KydlFWlE+nVU9igtG/xUCq8Hm76G7ysuCe8LuWhHrdg1S3tjJl9X0EcDupuXKB6h4HWm0CiYlO7IZ05qYHkvuGog+pbPegNYQwa8FK4sweOupKqR2MJNZRRnUXhERkMHfx1KGHF+ipvczVql7/WDMX38eUCBXWzirKm+yEe3po80WRM3sGqr4aiotrsGFkcmY2GVOi/Ofe8FT43LQ11hGii8DXV0NhcS1DZxEqjY5Zi+9BepboqMqnsKYTny6EjOwFpEYHzku3tYVLF4qwAVHR48yzo4/i4iJau62oIlNYMXc6Jr2WrqrLNA6E4nB0oDFNJT22h+oGNQZTP32WaBasyMLgcVJ97RT1PeDThJIxO4eUuBBU1nYul94gPDSSjpYWps2azrXWWOYtGCDPqGFeiPKMHB6xKAgCgoAg8Kkj8Of2Qu1TB/DT2GGHw8HlS7n89Cc/5O233qS1tWX8Yfi8uF0udLGZLJmRSu2V/bz82j7qai+x9833KWy8wYUDr/GrX7xFvfSpLf3Z2jiz51V++uOX+MmPf86xwhr2/V4qS/+9zIdVzTDYwdHdr/LyG4dwhk7GZNCgM4USE59AQkJi4L/4OELN0oeuD68HDOERREfHEBWhpbSkhnkLVhIfG+PXSfro6HB0eHH31rHn3bcwzNnG2jmTFa+O1cRMW8r29VlcfPu3HLlag8e/adBHR+UVbljimZ8Rh7O3kQ/PFTPgdOKU/nO58Hh9eB395J/cTV51z9BAJyhUBjLWbGdessE/ls7S4/zh0CXUoXFEqXs5vOsNDp2o8Cc9A23X2bv7GA5jFJHqbg698x41Vh/4LJx44zUKGj3EJETSXVlKQ1dgy4NKE8Gah7YzJeKObiC4aXAqrYElqzcxPcGMzzdI2ZHd7LvQQkRCIqHUs/OVVzhd0ixlxLRfe599H9ZjTkhE3VXIzoMn6bW5aCw+zVuv/IIalzS/evJ27eRccQsen4/e6gvs2nkBnTT3mnbeeuddGvp99DddY+dvXiavBeKiI9D4LNy4WuePbfZ1cHDPAVqsjpv66vNZuXhwH2XNfWiNocT5z6dorDX5HLnailHrw9OSz+v7TuINTcTkbmL3zsN0Wlz4eqvZueMNqhwR/nOwo+KsP2G+qQFpFn1uSs7s4nhJJ3EJUfRfO847Z27496A2F+zjd299QKvTSFSkmYHqs7yx422KW71Ex4ah8dooPryD05VOohOk9pvZ+7ud1EnjGGhg784dHL5YhTk2AWNILOse3sz05BQ2PbCe2OD7SEZ3TxwLAoKAIPBnT0CshP7ZT9Gd72B1dRV/eO13WCwWf/Dm5ib+5rv/MHZDjnaO73yf83V2Hnj6KcK6BghLnsnitcuoOXMZd+YCshLcFB++waD8HRlTAqu3P8r9cwMroadf+wVhG7/LvKGV0JM//gmY49jw8BdJP/ce+b02PElqJmWuApwMDsrrViaWzU/F0jtAfelVPrxcjt1ro+56FSGpc+iuvsqFKml1VV4JBe0VPWlTZ5E8dyNqTwvF+SNJtrwnVaXR8vCLn+fy6cOUT0pjmrqU3W/upFo9CWt/FWpHP/VNVt54pcq/L7Sz38qqh7/KPVlJPPU3Pxqb1Vg1agPxKSn+FVzcnZw8fIHU5S+yYlkKWpyYWq/wXo3k7KLg8C5sKfezctkizJpM+kp+yqXybhJMZzjTFcqXntlEWhiQrOFiYaW/RZXaTGLax9kmMFaHb9Wr1QYSU9L8FdaWao7nVrH0hW+xaFIYHkcarRVnqJZG0FnBO+9fJOcL32d5ihFrooHCNw/S0hvYiKCeuor1SwKvlD1LCzhVWsWSVD0nDhzAtOILrJkzDcig5Nq/UVa/jtmAKnEea1cuYVKUwc9wwab7/P3o1PVw/uxRipsGmTzl1j5LGlNEEjMik+mvu8LJLjVPPLuZSFUru998j+g1f8uGpbG4+2OoKXiHss5u4qtPUzWYxd9uWerfwpEcYqHg0vFbgrt7i9hzooMtX3+SnEkmssz9/HBnPi1rZ0gwvu50AAAgAElEQVSvAkieNpdVyxYTrVPRXA+RcdNZs3YlyXoPPWXH2Zc/wDN/9zzpJvDNmIKz8ZccudjEV7NBaw5j7poNzJ9q8J/bUWGBPaAmU3jgHLqlN0IhCAgCgsCnj4BIQj99c/Yn99hhtzM4OPLt8q6u0d8EGtWEMZGNTz6N+sCh4Qqv14vH40GSXq8nUB6uBfQ6jAb9bb0a9vkCMfG5qS+6Rn9oCrOnSntKwePTkbZ0I19cch/dlad51RrG43/1DVJDpBWpm5NQuRvegWZyi2qgu5z95TruWzENvWTr6uDC8TJ03/knNj36BVz9zRzccRJ95jwWxa5g+4M5GDpL+PH7DXzxxQeQXsae3f/K8OtcOf7Hlo4eum1q5kxJCryaR09ouHaIlZ3Opjbqak/wWnMuapWXzsYOIto6aTPXE5qwgBgpAZX+jGaitJ/MJWwf7GXAFEdqeODVsFqtwWgOdMxm7cNm6SN37yuUadV4HFbq6qx02RxIaXJU6MiXasyhJgabrDjtTvp72qg9t4eXiwOvxJsarMzp6ccTBmFmI1ptYIuGx9XK4d/tohFImDwZn68Pq/WjvrneS+4Hx1BlrSUrIRwG2qi3Wek7+zYvXwWf205DUy3GDiv6nh7i0xYMf3lMrzdjHNo9MkTeL3ydrTT2N/Hhrle5qPOhsnfTM6Chp0+qVmPUh6FXTI9OG4nRvxDuo7+nC098OpMDu0SkrJPE2DByWztwZOvQqNWE+res/Knf7Vf2WJQFAUFAEPjzIqC4Rf55dUz05u4RiIqOJjU1jbq6WnQ6HUuWLrvNxuw0V1XS362nr60Vr+sKvbU++qyBhMTnc9FfV0hxRT/XTFLi4KaroRZty0ucMkgJo5uuqmbW39Sqk/4+FZGRkeDz0G0y4QoJ9x9LSajG2YPFGYWvs4J9+w7iIIrdr7yECgdtNa2ETU7FrIPQlPls37iGmBAtqtAklq+Ip+V8HSkLV7B2RZqUsaKy1VJ9qRX90Na69tpKzLPWc4+hnsLWmzp1dw7UGlQeL/0W6UFA2uvpwmZxD/2UkAZDVDzzsh9ly4Ik1CqVP8nW6gx05Z7A1duD3QNhGvA47Ng98tLz3enqWFFVag1qywAWTyD5kx5EHHar31yj1aGJzWLzU8+TatYNPSRo0Om8FJWNjujF7XaCSo0uKo1V655gxbTAnlKfD3R6A+3F1xROHm4ceYNS9WK+8PmlhNs72FFxRlEfpOh1UX12N1fsiTy9YUngVxG0OkI08cx77DmWxGuHH2Q0Gi/XGjV09438soPbZcd589v+QCMGM5MmzeOhp58g2awaWo1XoTdAaZBuKFXSuOjtos8NsdJd2OvGZncRHh+NnpG2lT6iLAgIAoLAXxoBkYT+pc3oBMYzadJknv/ii1TdqMRkMjNv3vwJeClNoliyaQ33LYvnyut7cK3cyoqpTg7/8AO/kc9WT4d7Gk986dtkxUmnmIWgr+OVIZ0tnDrZSuzkCDyufirK8umMUxNrsvsTMZ05nBC9hwuHjhG39us8OS8Nk1ZKTxt463/tYP4L32VGjDJgoGzvruHDvHaWP5noX2n0rys5HAx4jIFVKemt9pw1TFKpaMxvuDXAkMZu7fP/7JHH3kfBheP4Uu9h8bToMe3HrTAlkjXFyMWreSxJW4fRcp2z+XUQsQAwM2NuJrsv5NMz90Emh6mpv1KAbvYSorPmY9h9nJLyJayeEUHl1Txqeyzc/hfVe7l86DJxS9aSFj2UiY/b4VsrQ6OTSQmxcCGvmin3zcbZXMrF4gbikiAkLo05sSfIPV/LlAdz0A/2UFtXS1LarFsDDWl0pnBmpCVy5lwRi7I3+1Pz2qITmKfeM2o13YtGY8Kj8aDVmegsu0pFQxcLx4wMtu5qTuV1snjTc6SEqv0JJ+FJrM2J5P0z55j1yAPEaga4Vt1MWmoak1OnYj+cS3HLQrKTjFy/coS6rpHtHnJT2uRsZuiPU1DRTPryDDQD9ZxqNrB2ZqJsMobUEJ85m5SD73C+sIXNC5KwtVdxucbD8mcno+KWTH2MOEItCAgCgsCnm4BIQj/d8/exeq/Vav0rodJqqPQnvc4e/89Lb3szbVXXGYzPJiI0jFCT9AUYNaaICHoqTvCTvZUQMZdlZje1x45B1r1Mjh59ernpb+9gwNVNjyuB6VGBVvvaKiksqufex58gJ8pGwdkTpD/0HbZpirhoiWftrHTiIzVcPnqWpNVbmRahpbOlYWjlqZUBh42OlgZCh74UpdaEEBWppbehkPcPlpG5ZhvTIz10NDdg9/gYqCnEGhNL3Kj8S/oCS1iYYSTp8booO7OTi1fq0ZgjeSAuAp+ni9a6CrwRt7t6rCQcwuLtz9DzwU5+98urxEzKIGPWZFraNP62Uxfdz9r2A+x++ad4tWHMXr2BNXrQxy3k8c91c3jvqxR8GMnMnBnMm95LqOH2vl/o6anlSnEbm1aNnh9lH8cv68Mns+35h9nx+kF+WXwIc/pCFsyaTrNaBYYo1j75DIf+8Ht+/eOjmMwRrN7yOUw6FcawaGJdI3tX9SHRxEWFodYZmHPfNux73ua3P37J/033ZQ9+kflG6DWGExdjGPpymY7U1dtI/82rvPqzAhKmZDMrexbhRg2o9ETGxQ/x0BAZl0CoQUtd0Xnq+wfoOvg6xUdUqLVGlj30RRZseI5F+37Da78sQRsSyby1WwjR6wjPuY/n7P28/frPOK5XM2fJfcyfU4hBGpviT62JZsOj23n/8D5+dsmLKmEmj2y8x29hCI8jRmMaPpe05mjipC8kDfnrIjJ45Muf4/B7v+e/TuvxGKNYsvlpshOM0GMkLi4e48efHkUvRVEQEAQEgT9fAiqv1+uTvtThcrno6OzCHDb2z5EE23sXTCcNN5h+orrb8R8L7e20FSyGx+PG53ISGxt4NThWn8bSB2s/WDtK/9b2LgYH7X4z2V+tVhMRMfacKP2V8WV/pe52bG/yd7ax9/WDRMzJwdVaj0WlGtrLGIg+YqsialIaERY7sUuWkDi8j85BTX4uhukL6b10mtLufgidytZNi/0/zVNXfBIiplJx7TzVtT3EL7qXR5Zl+oNXnHuTw2famTR3DqvX3Eekuov8E8dosIzsAx1pP9AfvSmdBfNCKbtSR/bGTSQZwdbTwOWz52mzSX5mZixfTfbkQBY82t8fZWhP6AtDe0IDkYOf13LdaCnHlaVUryyP2Nso3PFjLkQ9yQsbpw7/QL5sK8ux/YPHlf1kKbfXmfcm77bN5YUt2cM/PzXaRtlWsDo5liylFeIPXn8ZzaKn2Do/8A0h2U+Wsu3o47Haku1kebv+Y9nL8WQ5Vvt3wl/Zxuh4yjq5LMvRtvKxJGUbWQark3WyjSzvtr/crizldmUp65X9UOpGl2U/WSrrg+lGx5VtZKn0H6ustJXLshzLR6kPZhtMJ/ko9XJZlh8V83b8lbGUZWVbclmWSruxysFsg+kk/2D6iepux/9O9DVYjM96X4ON/6PmJSxkZC+/zNRmsyH9Qo9/6530pVORhMpobpYiCR1J8vDY6exxEhUb7v/XiZoa2m765zGVJ6cxNIb4uCh0YyzOybayHD6JXVbqW7swhscTG2lS/Is/HiwdbXTZPMQlTcGkDfTrFn/Ft+PlmVTajNYp65Rl2Q7XIM3dDuITosZIuIctxyzIcWUpGcrllpLj1OlmMzPBQHftFfa+U8zGf/wGM8JGfmJJtpWl0n90o0obuU7WyVLWOwfa6FdFERs6shQ82kbZVrA6XP3k51YQlZFOtElH+7X97C1z8dgTT5EaFYgr+8lSbn/08VhtyXayvF3/sezleLIcq/074a9sY3Q8ZZ1cluVoW/lYkrKNLIPVyTrZRpZ3219uV5Zyu7KU9cp+KHWjy7KfLJX1wXSj48o2slT6j1VW2splWY7lo9QHsw2mk3yUerksy4+KeTv+yljKsrItuSxLpd1Y5WC2wXSSfzD9RHW3438n+hosxme9r8HG/1HzMpEkVLzwCXa2Cd3NBDRGYmMDy5o+XSgp0+SvZwfMxjo5bw7yEUf6UFJSQoMYaQiNS0au+cidA0EifCyVzkxS/Mjr1I8VYxyn2PSFVB9/l11npW+5x7Hxmy+QpUhAx3H9k6v0YQmMrO9/zHC6cBZkx/DOgQ+w2t3oTUk8/fwWEg0ftbXjY7Yn3AQBQUAQEAT+4giIJPQvbkrFgD4NBHTmSFY++CVWfho6O1YfI6fyxNNT/bWBBxFptWMsY6EXBAQBQUAQEARuJjDGS9ObjcSRICAICAKCgCAgCAgCgoAgcCcJiCT0TtIUsQQBQUAQEAQEAUFAEBAEJkRAJKETwiSMBAFBQBAQBAQBQUAQEATuJAGRhN5JmiKWICAICAKCgCAgCAgCgsCECIgkdEKYhJEgIAgIAoKAICAICAKCwJ0kIJLQO0lTxBIEBAFBQBAQBAQBQUAQmBABkYROCJMwEgQEAUFAEBAEBAFBQBC4kwREEnonaYpYgoAgIAgIAoKAICAICAITIiCS0AlhEkaCgCAgCAgCgoAgIAgIAneSgEhC7yRNEUsQEAQEAUFAEBAEBAFBYEIERBI6IUzCSBAQBAQBQUAQEAQEAUHgThIQ/3b8naT5J8aKi4nCFx34x7cD/xa3yh9RrQ7IscIrbWWbYDqpLph+orrb8Zf7MVrKbclyrJij/eRj2U+W4/krbe60vxxvPCm3L8vx+hosjuwny/H8lTZyLFknS1kfTAazkXWyDOYn62QbWUp6uSzL0bby8Vi2sp8sZfvRx2P5j2Uv+8vybvor2xjdH2WdXJblaFv5+G72VRlbbk/ujyyVNkqdbD9ayjayVNYH0ynrpbJsI0tlfTCd0kdZHstWGU8uK23lsixlm/FkMNtgOimGUi+XZalsI5judvyVsZRlZVy5LEul3VjlYLbBdJJ/MP1Edbfjfyf6GizGZ72vwcb/UfOiUo2fu0j+IgkNdrZ9QjqNZmRheqwJD9a1YLbBdJJvMP1EdbfjH6yfSn9lm8ryWH6yXraVpTKmbCNLpc1onbJOWZbtJBlMH0yn9FGWZVtZjhVT6aMsy36yHM9faSPHkHWylPXBZDAbWSfLYH6yTraRpaSXy7IcbSsfj2Ur+8lSth99PJb/WPayvyzvpr+yjdH9UdbJZVmOtpWP72ZflbHl9uT+yFJpo9TJ9qOlbCNLZX0wnbJeKss2slTWB9MpfZTlsWyV8eSy0lYuy1K2GU8Gsw2mk2Io9XJZlso2gulux18ZS1lWxpXLslTajVUOZhtMJ/kH009Udzv+d6KvwWJ81vsabPx3Yl5Gsp5g1IVOEBAEBAFBQBAQBAQBQUAQuAsERBJ6F6CKkIKAICAICAKCgCAgCAgC4xMQSej4fEStICAICAKCgCAgCAgCgsBdICCS0LsAVYQUBAQBQUAQEAQEAUFAEBifgEhCx+cjagUBQUAQEAQEAUFAEBAE7gIBkYTeBagipCAgCAgCgoAgIAgIAoLA+AREEjo+H1ErCAgCgoAgIAgIAoKAIHAXCIgk9C5AFSEFAUFAEBAEBAFBQBAQBMYnIJLQ8fmIWkFAEBAEBAFBQBAQBASBu0BAJKF3AaoIKQgIAoKAICAICAKCgCAwPgGRhI7PR9QKAoKAICAICAKCgCAgCNwFAiIJvQtQRUhBQBAQBAQBQUAQEAQEgfEJiCR0fD6iVhAQBAQBQUAQEAQEAUHgLhAQSehdgCpCCgKCgCAgCAgCgoAgIAiMT0AkoePzEbWCgCAgCAgCgoAgIAgIAneBgEhC7wJUEVIQEAQEAUFAEBAEBAFBYHwCIgkdn4+oFQQEAUFAEBAEBIH/JgIDvR1YHZ7/ptZEM580AZGEftIzoGy/t4Y9uz/gckUzHp+yYvyyz+2g/NJh9rx/kb5bTN20VeRzcO9+Ktodt9RKCtdgFxcP7WbfyWKCWwR1G0PpornwDLsPn6a+2z6Gzfhqr8dLyfUeyvqc3AaG8YN+VK2jnbyz1+hxDhm6eik6V0b/KL+exmJaLaOUuGkru0Bh46gKn5vminJqWkei1Jeeo6HHidPaQXlRMRa5vdEhRx+7Byg5X0LP6BPD46T62jUq2wZGe9x07Opv5mxx9YjOaaGoqJxO60Q7AK6uKi6WteEejjJA6ZlzAR5SP6oraRuQ4zmoLSyi1zVsfFOhuaqY6y39f/L8OgfaKCwrw+6+s2eKz+OisryApl75inBQffU8bRZou36Byk5Zf9OwRg680txf4kpF24huqCTNfUH+VfrtIx+0XbUlFFa03NZ1f0tghcJl6+PKxXO0Dozdz4GW61yt7mK4F701nC1uJdiU+bxuKsuv0tgzck33NlZQWNsz4q9o/3aKXqeV4rIiOid8MdxO9Jtt++qvcamiAzc+LJ2NVNeNMB9ou0FR06hreMjdMdBKWUk5tmBwbm7i03HktlORf42abutwfx19LZwvKMLh9g7rkO6D12qGPxfqSi9R3tSHtaeRsqJa7E47ZWWFiut+xHW4NHQtfLB7N7t37+ZsUR1ul42q/LPsHdLlVXcFzO2tvPJvP+BQQdO455WzX7ruy3Hcct37sLRXUVLZgGd4GC7aKkqpVtyHh/smFZxd5J/Np0u+dUk66VooarnlWhhsv0F+ZeOwe09DJRXVnXhcg5SVlI17vQ07DRV6qy9Q3DpyPY2ul4+tXbWUVtTgGh6PXHMnpYOG/AIa+5UQwO3soiS3HMvITf9ONuqPpb3jEUXAj0+gp5I//GEHK5+JIycjiYlOjpSEXjv1Hu/kTmX+tmVE3NQDN81F53n33Vw2pa0mM05/U6104Bps58R7r1EU9Qhr1mVjuMXidhQu6i8d4rXLPiLT5pASbRzH2Ye7t5x33rvCskefZWpkwNTtsXKstJ8F4SZGDeamWF7bAPv276IzbDnP3TcdnUZ1U/3ED3z0V13kcJGJbywf8nL1kHesgMhVswhXBGosOMFZh5VnHlpChF5+hnPTUvAhV1LSyJkcOmLt81BfVEhvmomUGAN2h4vS3EOoF09HF1rHpQvX0MWloYk00Fe6h998UILLA3qdFqfLhTokihWrVtLU4uCxLelcPZ6PYdEMov0t+HA7HNTnHeRopYm1m6bSXZ3LpToVq1YsItQQ6Ftv1VlOt4SxdpKdI3ldzI9zsa+wi01zEjhfUMADk1OJDZEC+mgvP8POPSfo9Wjxuh3ErHyWv7ovc3g87vZyPiyYxLyZCUPnZj9XDx8lK2MlCSY1rtYiPijs5osPLaK34iR7rth5enoOXpULh80x/KHi8/m4fvUiLfFaEkJVSD2VdCqNDpPRgNbdwaE33ya3qQ+tWhWoUw3Nrc+DO2oR3/3GZiTSarWHqrMF6OJTSLNX8vquI7R1W3H7NOh1GvB5MEXP4XMvPIy59QKvv/khfVJbKhVSYuV0+tAbdVIH/LqIjHt54cllGL1uSgovEq9PJzlCumYcVFw8TkLSClQlx6nPyiYjJnAttebt4NcHKlH5XITP2MpXnlyCr6+Ofa/9hgLLPOJe+iqpUl/w4XE6aL1xldxLLmLTpqLDhNGopfDycbqTNpGaFIJapUJrMKHDjd3uxOcfuxZndym73t5Hm1Mb6L/Pi1ufzLanHmVukhm73YHbGxiH122hvegsF5v1PLdhxjBDtc6ASS/5+yg7/z6l8Y+REa+XugaNhRy8EE1WWigmadbVWrTeQS5dPElqzr2UFl4kem4yzYW5qNPWoik9TXn0g2SnDZ8iQQtSQm+12SXE/j+VWovRaEQzdPlISWh+wRUWRU4lNtRHxaE32XG5Ba166LyQ5mpofqQA0ryFzNrAN7cvx481aKvBlT1VuZzuXs7crFj0Xhun915i6XOPkGnq5ew7+9Dc+0VmJPnwOQZxuLzD7fY1V5KbW0dI/CSihm9pKnQGIwadFhUDnHrnbTTzt5GTaPDPT0veTiqiNrNuWkggjlZPiM5DwbFdHLxUizRAaVxulxOVRu/nIZ2XLpWWxQ++SHb/Ad442eAfiDx+r8eJ0w0Ggx7pivDrY9LZvv0+anf9iis9WtQEzoHRBLxuO9nb/pqHc6Lo6WgkN+8UsyOTGDBq/Ndd+41rFJfC9LQUXBo1KrUOs9GApiOXN9/t4KFNsynJPUZXaij62CYunXcQGqMh99I5stQJxExPQDt4nV+89DY9WrW/f4E+aEhIWcDCBVkYpHPZpAOPlfIL5XizZ0BpPnXxfSxMNVF8ZCeG2ffSWltEX3YS0SG6wHXjcmKzO6SR+UNamm5w9lIVMbGJhBulaytwvkr3j/6WcvJrQsmcOoVAjZumwgLa0kKZlnTzp6PTbqGv6iIflMLXsgeweXV4XS68Li2lR1+h3/ksKzPj0OkMGPQ6rK2lXKiJYt7UBOx2O/WlVykenEpcaDyXLuYyTRdOqCYGnaOG3/38XZqdbvQGPT6XA4/KzIylq0m1V2Be/gLhFR+SHzeTbFUZP/jNAf8QfB4fydnreezB5YRLQwes7Te4WuIhbWoaev9txEPjteOcbo3gwZWz/Da2zhrOljWyYulKQvTSGQB6Ywhaaxk/e+kdLEY9KukC9Lqxe9SY/IGk26MLW+oafvD8GsI1Hfxmx34ee2oLMSqH/3r1uexUXn6XU+0P8MzaTP+9SW8KwSBdnHfob6J5zh1qToQRBBQEnD18uPMwxqVPDSegUq1eH8a3t4cpDIMX2zudXNUvJDVvN4fjvsCmBQlDN53g9mNqPRau5daTs2A1xSePB576nZ3Ud9WQe/w4lX5HI1OyZjHz3qep/f3rnLuewubs5DFDjq5orTjHgRMl1FQ1oWp+k2LdAI1NXbQMOMnKuZf7NzzOl02RHCvx8fCGuby35wQ5G7cwV13L/8pvwUP6TSH7m4vY+fs3qVBnsXFxOI1FudTaWsk9fJrzNb18afsapkQZiJy2iKzGg1T3BvpaXVdPTvZybF1nGWhooDD3PDd0oNHGkxTSRdjsjXx96zKaT/+CX9TVUHC2gU574EPN1XKdjvp2Th63kTEtipaqEmp7urBfOEfIzHCa+9w0HjvKe5oaruTWsmTVAm7cqEKb4OTY20eR1wR93n6uncyjO7KQprlT0WsCH8aquOk8snk9kw1OOhq6mDR/JekhQ3VyEjrQyP4ySyChHWjmbF45XkM/+WcuoFm8mBe/+V0aL77Hmd4Mnt20APoL+OFLedi9Llx9XmYtWzacWPgGazn+oYVF67IxDyU5ap2HrtY22qpLqaxupM17BnPfZLq6m6jucZIAeKUbc/4ZjreaiEufS2hvE1M2fIHlXYcpiEuAzhoOvPE7TGu/yz8mlLPv/WM8umEdSREqrh/5DW/mDRAfHcI7v72Kgxm88MV5FFZZULce4vf5HvqbbqBf8SJPp/Ry+EwRg55Bqor1fO67OZjTl/KtjStobG5iSnISZw4doM/uorXkCK/uPI85NgGNWn4YM+FrOM+rr17wj9ll6aA7diH/3wvbMNtuUFSdzLyMFt57/QP6pRW+gSaaW/W8Yb8aeMgITWf7I+uZlZJMZWun//yzN+bTE7OUh5Kt/OG1CtzZ0zhxvBQIJWNeNqkx/ieam85VR0cl7x84SZfFjc/noK3TxhNf/0fmJg19yt5k7cXSXs/Sp/+FB6aNzL2chEmmPddP8cdrPTd5fdSBx2GhsugShaWNtFnzOVmgI9XWRIi6mLff0pBhK6I5dD4LW67TEp9Jx5X3OVfRN3yudFRfoajWTmF9E2nR5qHmjMxc+wD35qQwWH+ZM+VOkixvccUSuF76G67RYeqmJlYfiJOUw3MPzKOv3crMB57jkaWpfv2R9/4LzexnuHdGlD95Pb/j+1QMOEld+RzfWxloKjB+F8WH36HIk8mD9y0hVHp2GE7Oe7nh0/DIV7/H7NjgSWj9hz/mmPTmo+Uy//Onh5g0KYYze17nTYuXJ597HkdZKV2dOv742nVUtk6ut0zjn37yBWasewRVyYfkvf8+ZwpqsVftodlopbXNQ7uljKamOurazCR/83lSPVZ8mgV87XtbiB01KSN9lVYfuwEzSUkJNDSGMz01mrq80xztyeSrz91D94V3OXi8mAc3zSdc56W7Op+9u3dxoS2E2enReC1d1HT0Y+3qxuAboLJmkNRlK3hi070TWLzxMdDeyoDbTHvBa7z5QTWmKZPZ8Ycq0mfPpvvaNTpUKnTaMEpP7KHyrJbEWcvYsnbx8IhsHVUcPHyEsvI6ejzldNSaqK9rpqq9k/Lpc9hy/3q+/o2n+dFb+Tz5whZ6j/6WiqTHeXhRGGd+cxRpwXF4ccPRhytxHX//4koGSw+x40AVuRc8qF2BVcmBljJqm7ycOhfOjOx5pIQ6uXqtgj4bvHo9198nl7WbmvY+qssr0WtV+LQGcu59gtUxFtz66bzw3WdJNviwlH3Aj8qS+d6jC/1+XWVH+T+npGtbS8TcDTxlzqO5upTTVy7S09FKQWkTKXPmEF1znt9Xn/Ofn0seeoFlaYrFlmEqH68gktCPx+0uew1y5o8/Ja/JRsT8B/n6xtmB9pxdnHp/LxeqAh/nM+5/ju0LgidC9Zf38taHZRjDQ0jWyh9KH9Ftn5uq3H2cPlGCL2YKm7c9Rla8AVvTVV7ffZxuixuVRsum5/+OnPihWLZ63v7Ne9RaHWiNoWx+9oWbGhloLWPfzvdp18Sw5XNfJiNqpLq3oZxSRzyfywis7QVqXJQU91ATEsrWdDMX81rxRumobXHQ4IK0xHCenGmgoqSbP9ZZaLCF4ImKobuwhHvmJOB/cB5pYkIlW0cdeWVWlq8zofOaA4ms1ohWo8NoNhP4yDGg12pQm8K559Ht9GlufqK+paGeKl57ey+lJVU4L5XQsexhnvrrvybvzf+BetlXWRhWw/4DV1j72PMk6jo5seO3nCosoWPAR03ZeZqbOymprqEkLYEB1+jbubRIFcqse3IU0AcAACAASURBVLaTaR/g5KHdJC55kOzkadz/zDS6W6rIPV9G/P1ZVJ49wJHcSmy2C9R2ONnfmggpGhZwBXP6QmLD1JSeuYIqazXJo/IHlVqDwWTGrA58qDmNOjQ6I2azEZ1Oj1ntwaJSYTCa0OsNmCOncP9TyeTnHmX6gtUkhZsxGvSERqfz5F/PHEbUduU1+tq8hPrM3P/sV8mJMw1/mEofVPjfUKkDbZtHEhF/ALe0gjZ0Pqu1mMxmkqdP5/Khg5SmzmVashe7VYVBN3o9307pyX10Tt/GtMjAeHw+A1qN0x9DTkJr8vZiDfsGqUYjep3OPzaDwYDZbEInt6tSoTeYMJvNGHQa/9qMq7+V3C4zCzItvPerNxiYtYmn12cRrpnOBttu3v3NDrZ94zH/EBZsfp5HliRj6yvhvV9f4urus0x/4ttsmRaKz+ek4tDvOObVEh4VyuwN21me7Oanv8sbOg9BSiaPnjzKtoeeHmYqFVIWPcC2FSmUN3YwZ85iTJYq3rnYy9ZNCzH5fPTXXOStvFa/T3dlIQ1JKTw/byWL5g1lOtWH+ZfTMXztC4uG2+pvvMwbu0/R63HT2lKPIbKD6KQ2TI1eqqIW80CSmcHWEi4UhZK2MOem/sgHxsgokuY8wDOLp+L1NvDWvx/AXXeUH75ZiMuj8q+6N7a0Un6jnZXbnyIR6Gu8xuv7D9NolecqINVaHcuWL5JDT1yq1OiNZryO/sA5bNCjx8zkBQ8R2lRCSWU6i5dMwqiWzm0DCzc+z8KNQ0merZ5Xf2lFp29Ds/BB/vrBofux3Lqrn7yTJWRs2cJieykfSA8OKhV2lweXepDBQTe+kDjuXbyASPPHX0HqLDnMe6cr2PC1R/0JqNz8iHTRcOkDjpYU4fDefM+PnJTJPCnrGbosIqet5StfWU+Iw8LuPX/EeuMUpebVfPvbSzBJ13vLZb7/y2ocrSUcbzGyYf4DzJwLel8TnVOfYG1cAydO29n42EIOHdjFzFWPkCrdKPugtfY4P//3Irmp4e4pk9C1j37er7cOtOIeDCWyr4h3L3Sx8antmNERsngLUw++z/sHbWzfuIK4rOU8++UIel8+yqqHniVLXcs75yt5fOsmas6+i90Yw+cffZAEk4/mkbflw20rC96BSn7z691krH+S+1c8zKz2s6SlGGHSWu7JiqRzspF3Sz18ZUs2Z/ftZWDaZrbMCyNv16/Zf7mURquOV3qWse2hr5GTeoBrg9PZti6BXe8dZfr6zSycFEHTpR38+6FibjT28vJLFbja6xgwdFJRlEl6n50kZYdGl9UajCYTWl0gPXMZ9Wh1Xkwmo/9tn6WtjLr+KLY+vYqLr+ygVnqbabPjdrkYtA3i1qgIyVnHPVlRuAPPjqNbGPM4efoipIxiYU42bVf306TJ5G++/TQROitXjuSSsnY9caNvrWNGm1iFSEInxum2rWw2m3//y6FDh4iMjGTjxo1s3bp1AnHcFJ3ahyU+lIGmRq4W/5C4hP/L9kwnr/3HP/FBjZ55GUl4Le28+Z//RO3j3+DF+0demYKL+uOv8f/8+jiRyWkk2S2U116n95Zbwq1dsVUd4PW984g2DnJj/07q+vX8y1fu5fLJ87S0W1Hr3LQWV/HKL37L3/7tF4jqzOO/fvIzivuimDEtHr23y/90Nnz7c/dz5PWfs6fEzfN/8+JNCajUel15BWFTcoiWX6cA7p5BPqyxsmRZHAz2cLDSgjMujG+timOwqpNXqvvZNDOJjKxI0m5YWb0ikaXqpfxyzwV6B1cQEjH8ruzWAY6hKbqwj8JqF+ujpzA3fYjlYA1lJ6zMXb6clCG/wdoL/Oz/HqeuSsXWv36KkgNvked/W+alv6mKXtMvaT0pXaFapi7cwLannoEf/Qzz5i+yddIA//Uvf0u/JgJT7Y85K71kcls59/e/4u9/8VXWPvFF4uLeocSWybbVSby9S1oJ3cxcUw+qs22Kp3sXdRc/4N2TxdgH+7he20Xi1HRayy7TnN9Lc5+TyYnxqKijx2jiy2s3YopJp/Z6Hq2XqzAkzmXrfC+/+Ek3Cx5NZ+H8OBrrmkhdkIG5o5mqM+/yb4XHsXfV4lmYTUdZFba597BxziRsZd2cc01iyfJ5GPFgbMyl1+vGFBNLfGIo7p5++r1qf5Ko0WjR6YyEh4agGd4m4WWg+gpvX0tgxQroC0un/OIlUu9fS7hyl4jayKTpiZzPPUH9qFex0lTExC8O8AiJZ+niSGpO70K9/FkWRwzSbTVit7lRhY7c2vTaBEJNGhKn5xAT5yX/7Am6BuNYs2EK8WE67C0V5JU2kjR/PXOz5+CKiWZ2UgxVN64Rn5FKTOpUZoZMorfgnP9MUGsNpGYtYvmsMP/KQF0FWLqb0aGno+gcjsQM7LVn+NG/7KLJoiItMYNl63PI23WC6NE38L5eKnNmMPnUCZriN5I8tMCQEBVBeFIcrb/cz5l10+mPDiFOXg0GdNIDkeI4KWcLz2R0smfXaxRV29n7xu9RTVvDSv11vvWtnaRGe6jri+LLf/NNdI5W9h05S2/M4+hoZ9c//5hL2hDCtD50XvjRDw7Ta7Wy7LHv8PDceTzxTAQ3iss5V9RHbX8k69YuoPLoW9htK5m5fDmDlxoo1c9lSqT/Jf6tV5khksiW3ew4eg9bZ3bTasxky9xswlJXkZEQitvSwVsfHGDRuseZlazh6lUIn5TDxlU5eIdW+pQJTN+NsxQ139rMeBqN3sy0zEkc/4MX9eRQUpMSMfUO0u22o9VoUKtBq9WhCw0hRD+yQut19HJ6/wFi5y/G0NRFhq6E3NoUFqeF+beRSG3WFB7nyJkbrFlpojeviugFj/L0fWmU7fl3SqZ9h8fmhHBu3y9p8e+3k+5P/Zzd+QplxwIPX52ttaiudHExJLDNoruzg2z5pjM0qN66fArtBmJsXgY6W6mwakmdMWXUXV3L5MWb2bDxAf95qeQhveZvOPFTpDXrW//stNR5SIgq41pVJksyIvwP4upJkeh8KnpOvcX/ubaKx1cmEpa5ljA6aOgxMG2OgRsVN8iYloO7rZLO6AX+1c+E1Ht48u83EzOqIeUcqty9HPS/aq6n0xxJVX4vDz61Ab130L9CCiqSZqwhpPEqH16pZduKNHRRWTz3eB9Fba14pScVyb+3hT79NL7ywmqUt/6a8+/zH8VnkS6RyLj5zIwCr8dF/eVD7D5fzJoX/575iSoaCw5jCJlKqPMqpd0OLK3X2HmqinUPPoJKF8Kqhx/jxI4/sMu2ji1bnsXlfJnD1oV867lsTvzwX9nfqScmtIT/vBp4YLn24+/R+Pz/5sFFj/PlyEn87nwff/W5e6g5LK2EPsb2RZGUHQVGfUy1FOzlpR+cxDPQjS5lPSGdFygwbOPz61PoKbMi7dxesmAeekcDf3x3LxbdMow6G30WHY9+5zvE9OexJ7eOhx96GHXDCX50Vf52iI+2G+f41X/WYVD58FjaqbYY+UH5IT8/6YG2MWIFbRVn2LNjP3XuJXznfz5C5EArp8+2s+XhRzA5OrnywVtc0G9gtvI+HZiCP/n/I3fqPzmUCKAk0Nvby5EjRxgYGPD/t3fv3gkmoT5iZ2/guy+sp/XkH/jfr5+hva2LbtUVjl+zkLXta/zTc+vw9RXwb3/7n+QX5LN9uWJTlrS/80Ip2ohJPPn1/5fVaT5O/uFH/P5YlbJ7Qcv6hPl84x+/R0bYAH/83rd5J6+M5i9sYNa6R1j1aBwhRhcXX/lXXipsoK17kI68wxTWqVj/V1IiPAOVrYN+D1z3R7dScexdcvOtLHr4y6ybFeO/Icj7wiSTnu4+zGlRaIY/TD00dg5Sh54vxnmpLxjEFhvKd1clkGD0UCY5a9UYUWFp6aVWa2BthB6zN4ywQehwuZkUdGTjKAdrKSzzkTE9CQ1Oai6e5cP8ShzuAcrrW+n8Ra9/72FyzgNsXrWcb39nFkdfO4DJGM6K577HRn9oOwVvvcSVlBd4ceXIM66l7TI1LZ14Du0k4+FN+FQ6wqOiCdUO7WFya+htVyGBUdvqOXu5hjlPbEGvHUStVqNWa1BHpfO5rWmoHPKnro7UZdv4ztw1XNj3DtE5W3jyobU4y/dzeTCN9V0X6EnezEPzk/E5LeRfukjLgIr0jFlEW6ewJdPOlbIBVt2XTX9jA30DWvqsg0SZA3fFaasf49mh1/G/7TKTkxnNr/KrWTtnFFnXACV1bejtDqrzjpCrXUZ4VxfdXg/WQQfuvh66DG60kUnI++ld9k5Onc5n4bKH0VYfoj8knbm6c1w4V8G6tZlIzyI910+y43iZn2pUVOD1pPLDS6rwOSt57ReNzFi9gblhTf9/e+cBHcdxJuhvEjAIM8g5DAACJEAQjGACSTDnTFEUJYqWbEmW7c32273d9d3e3r3zvdvb2+fd9a198nol25IsiRIlkZIYxSQmMUPMAAiCyDkOgBlMvNczqEETGtCklpT0VjXvkX/13///V/XXPT3V1X8V2LHjE3pS6nnndjartixiwOZGHz/ckVB+gDWacKaseore2gvcio7BE2omzJdQqMUYYUKpyxRuZOycJ4kI0eBx2qCrjv0nLuBuLeedm7dob7ShPEa67X2cfP8VGo4bKV613feK3pyUS2rjEaw5G3luip9Vx7V9/K7cwB9tWuy/AGc7uPHhLzm8/3Waz0fgcvRgi8rl2QUraTzxCgePXmDrionY+gbxRGrQGFOYuyiSv395H6mla9FqbP44gFkZmQ0kRGpw9dRz8NCnOMzZpKW14DRbKFq2kEmmSTR6DtBvg8lLVzAhzUz7jUvUtFrRikvVqyMyOoYYX2qsf8TR6bL58sqstWUcuNhG1rgicq0NTMkspurTw8TNmk/W7ps099jpvl1NfN4iRv190oRRtGQDt//11/zLp31EzHqRSHcv7+w9iWbdE+SEKdf60L+he4Fyzgabynhj71nsgdzMCCYtXcX4oafcrroyjuw5zdCUlgAb9fUiyrGTV7Aq9haNGjeDbbd4d5+JlUUaOjoG6O3pw2aHro4OBtwGXB5xxULN+RPcMExkQ5aOY42dpBZO5ZMzx0iJWkKmLzl0gJrydiy5uYEO4Y1jO3mpKoLW8js4br1GxyloamulOJBRY2bu40/c+3V84GiA9uvsrfKyeMZYqvWf4HXZqb90lt2fRrFu5WLGJYnUJeU619JY9iEfnh0eDtRoY1n9zFbf/VeE7bl9gpd/fhO928mdbgebt68kz3mdt/YdIjV9LUm2PhQMUSnj2fRCDNcrGrj89i6axxWRFTl0/xI5qZp+ru49RM+f/pzFMcrtTItWp/tcapQ4F742uP0nMTazgI7bl4nf8BgJXWd4/YqbP9y8DGw17Hmrms3/ZSMFth6Ovftzrjb5r03F/0pfO1UtPfS1thGi13Lt5jVf2JxZa5iog+yS9WxdO38oZ9jGxbdf5dTH7+OZPou1T71IToJ/RLr19mXOXvZQ5W6gw9BHzNypTCrMpK2ulfzkHHpunaPXUsq01FCcdgeNjdXUNVvZfz7Gl2MZZo4hNnqYh8be6p9s6fVw6dPjZKRv8OWSarUa3zWu04YzYfk2X1tV00RJmbyOH4nX8UfdJBfOxfnBMdpmbVcNQLhp+qwSbeEkMv0/snQ3VrLz1ZcIsTdS3+HC2tHuS6vpTFjiq0PpzCflzuGpP7/X6/guksbN48U/i+Ln/1zj86s69x4XalpI/fAtLvQ30qW80n/SyLnz5ymePJUwwxcf0R9qWEDITmgAxcMtuN1uBgaUpzr/R10WuuDSQEp8LAZdCJHRYej1ygQUB7beLgaIYlxWKsoFrYu1MCYxhEv9NhyuwPxWcAzS6bATbs4lPdmM3jBAlCma4Z/k4LUqWl32RHJ89zMTcckGuOZgwGlj4NOd/N/zTZgjw7E21eN0Z+F0uXH3duEgkQmFKf74YQnEMnTMHa2cudDGQFgc+Xk5GIMkMjs8DkJCDYEEdo/dzaU7A2SlJhPeZ2dnk52JWSkkGpU8dicXG2yMTU0lxD3Iqds2TAlRpJp06PoMGFzg8AzNfFAOZrCVg2+/x7mau99H6CNiWLz5WaalDY3adLeQv2E7UXs/UcZhaausJ37yEkoLEvA+PXTTqz3GTy+0sWyuMpHkPj9uOzdPnyA+v4S0Sbl0nT1CmzeORZOnEq9MhFE+9iZ665TctkFunTpKytJnmekbYQln84YltAy4cGPn5t43eP9SPfak6WzWuOhqvsqHr54gZPwk5mZF8enuf+OSLZMXFpnoy1iB4eJuXrqRyoKSWSSmZaLrbOajDw5SWLIGb4yZWTmJxHub+dXO49yucWHQWIg3GxmeJyuOUUd0wVxmXvwlF+tKmCLUQGdtJXUYGBubwrTFC2hv97Jk+XK8bhfuvmoiJi1gfl60b0RG+fFRcpZO7XuD/vwNLB8bz8WhO3DOxIWU7zjAsdhQFk7OwmyZzorpfbx1pp4FxdPQ2Ws4uHeA+duLCBnwX+fKs0hkXDqZiT3seuk4uugsYiPsNFm7cPb1UN3WScaUoXQJlwuH4uDo4059C3a7gbzCYrzoMOhDmLc2BY3GiTk6HX2ogbrqKqJMZlquvs+hmlDWblvAjOxwJkwp4sirr/gIaEPCmbJ4I8vHRhJmMtJaAbqwWKYVJPD3Z/bRuacZ5ZHBYW2lvk/DT2586vObvO475AD5c9awckoytt5y9u/wTzwpKl7MtVfe4niNhSg7gVHOmLwl5ESdJC49FY3GD23Q1om93Y7VPjRl1eumrrYBh62OO9Zkogw2ettaOLKjlqNeDXqNhoH4bJZnRvo6BnpjCNPmzuTY0MRcJbVj7KRissKHcwwryo742hwSlcz4sXqqj/6a69Hz2BBlJr10HWnZFs5XnefcxQto7sQwbZU6pUZ1oQwV9cZk5s4v4vTPdrHm26noTToWT7jGsWNnSVisfpMz7OvsrKYmciJ/uqLAl0t688BBWpUZzkpirtIRT85n5ZNZgQlvwlPd2QmUNS7OfdRGbl4azdGlLEtqRGtZjZLp1HwjFI8WFi1bgDKArvjgcdB+6wQfX/ay+ukZhPWU+cIb47Ioyb7B/j1H2LRhKXERRmZv2IjutV24CWXiqicxTu4nKcnM7b3tXM9cx/rCCK6f24crTI/Ss3O59Sgz0SsrHb66Wtp70NXdplJn9n1fGrsGUV6/eNwDVHx6jMPNGratWkxUmD8NyxCdwYLHsiisvsLud37O0cwlPLEow9/5ATpa6wjNX8KmKUrOVBeH/2kX7Q7uytGMTJ/KpifnED7Yz96DH/iOLSZnMqVjrrLjw6s8N3EQr/JgoMz3CYsjJdlNxvefp7e1E4cWepqu89lVB9MWTiJC72Xcj+aSojzU9LhwGnQMlO/nP71yjEhTRGDEWOFq74Up655k/Qx/XlZodCpFyeU0NHSSEUiSFGfSL/WhkUxf+iRFTv/9WGG3982f0dMVQsbaBcyblBa4LxvCIugtv3J3AN9WOIVz57B8XiEhOi+OgW6ae1wULn+R/7rIw81jr3I5YhmL543BUXeaf9l/mkkTzJw9dBbDnBewWGJpvr6fTk024yaPJdZdxdmmXjLmrmJa+vCvwp1ztb7a3E1lVGvmsXH+OHRaLXlLnyGuvdu/Gkrdcf7pzU9wO4xs/FMzBFnYJDQhn/zUm9yoamZCoJemJaV4Lis7rrC/ohFdSC7b//OPGAw1o+28wZ4LtaxavhpDx2V21/tn+XqV+5/DQ1NtJf14Gahro7/dS2WlH3ZPXQs258jHx06abmlZ8eQzhPeeZv9ZC1seW0rl0Z3UxM1jhkhLCkL5i6gCh/dFnKXP6ASioqIoLS3l5MmTKDlla9euHd34PvaExSUSSTefVdTgKc3D2V7JjZZBYnMifLMzAyH0eiL1Bqzd9VTXdWKxuKi6Ux6kgxHwCBTcTVe4072WHGMDl2+0QsJYtC1X2fn2x4Rv/lt+vM7C3pf+BzeH3umY4hIxcoXz52uYnjYRbX8Dna6hpE9jMgvWT6Rsxz72f/gx03K3kGa6+2IP1Rlpszt8I2XKzW7AaaeiW8vcyXq6uvso79Pw7cwwXyfVOminyqplbYYeR/cA57vdTBkTSZgGnC4HDgMY1V+O0ESWbvsuywKjrP7DFD9Kvh8aRZU6k7lxLewMUNARboryjYwJW7ojPvd6K2A+WqHnFtUh85iYcRubOY35W8YQduY0dU3V3Ci7hjN9LDkJEYybW4CZUKKWbKHzg3d56+ZQQGsjn1TYmTkthxCvgaysHEhWVkxw0lrTybQtT6BvK+NyRQc5M1azqfIi773/Pt60qTy39jnGVJVxub6ZeM1NXvvNfhKnL0fTWc2Hp28QW7KV7XPTmBDpYc/eI0xe++eYQjTBrxGdmcnzF9NmdIFq9Zr25kaSsmegufwR+qhk0m8f4vXXz+L1uH2v6EKadlJ/1ohGk8iMhWOp2PUuDWklPDPLgl75kR/66ExJLF8/mzd//TaH3FtZNDWdaHME3oFOamruoHW0MuiOpPHyXs7dMTM9NxlrXRntud/iR/FGijY/gWn3e0Ss+BZjbPXUlR+nxprEgtShTqjVSqcpDIO9m+vXLtNncw7ln7ppuHiM1qQ5TEkzqnJSDWRkWIgu3MDi7neJDDMSEhZJaLg38PSv0WoJN0UTE+N/Ha8cSvnx3Qx6Gsmbs421KVYqHMmM817hdzd1rC9MoM+UTX5aGOU1YIz0X19GrSnw46kzZ7B24wKUbqaTaKJ9M/KVUdcWetq0NNyuZPmSXCYWurF3lVF2+gTkL2bBhImExEXgreunX5ONrnYfPemzySj0v68U17Cns5xX3u5mwpgi1qyaSUH7TT7xD3rg9QzSUnfHly8o7Ft77L40FFdfCwff/DXNoeOYmdjJtePnOGedwF/8cQ5ji6Zz7De/Qz9jO4+bf8/IiMdFa3MncWmRnDl6nqlPzCajaB4zYtvRqq4HcV0IqQ/zj1IrE5pM4aGoHymV/GSz8fMpAOIYlBii3N9ajS0skvzYGJoH9KTkJLNn1+ucBfraa6hthIE3GlAWvIgbN4s8z2XePNrAlud+gMWspXvo7aZGoydr2mLmtLzFb3Yc4snHFpFiDvV1tNxoMGjdXD21l+qcQvrq45m4Kp2YaChZqoxEanD3tdFqa6HlTgiXuv3XXX1TJxr3NfRdyvdFQ22bnTj6uXbwCMcaE1i/sRSz8e6fal1IGMnjZvDcmAIuHPuUNqtI0ld6jTrChq4x8BA+lFsomCpSSU+IjokhYtAQmCmN1kjh4nXYzvbgoAV9XDRKmri9u5wdr55k+QtL2f+PL2OYOwWDtYY7tS5Cylz0VF3CW/gUf7QxCXtrI71ZWUS4agi1LOTPvr/U9ybJfy48XN3/LlUO1aCJshKERlnxwI1j0E6oXozqDrdWyU0PN8UQ5vVgVVJnzp8lp3Qb7qzbpNmaqKoyMmVKru9NirLMw/CCeMMxwP/GY2hSOJ23P+XXR7v54QuPExOpw2RwcfviMfaEa3l8xiTmGU/xb2/txjqQxvdylTYN0nC7k6LpuVzoiPLlJScRzfnaesrP3uR0RwwLCpLRps2hIDEUffxUlk08xv4dbw41YpDbF85gHFtKqgmyspS3l2ZijdqgnVBltYQJU2bRpzeq9iurZoRiGFpWQhlx7m2+wZGrVorGRhMTlUNiYhxhKQt5sdB/j7U111Pv6aKi7BI6ZTCgvYHe1l4uXfI/gdra6hhwjFGDAmKZsWERe97+kHpjHN96ZiO1x1/lmmEq20onEzo88DvC74tt3n1lf7EY0isIgcjISL797W+zYcMG3zB8XNzIDJkgTvdQmXIWsWnhSd468SY/uvaRL8G+JyKdNcuWkGwafhIjPIUFsws4Vf4xr//0x+yJCGfQ2oU38HM3eiWO+mv843/7IRpnHy1t0czdUkJGtJ5IUwhXP/w5P/o0mXD8sxqVKGOmLmPmpzc4teMfqTpsIjQ0jM1/8jeBCqKz5vPkpg7+4d2P+MUuC3+9ZQ5hhkDGKPGJMVS0t+H2ZKPXaeiutdJhCifLqKemtg+NKQLL0G9Ma20vdnMk6aE6Bto8dDo1RJvB7vLg6OtiIFxHYujdndxAQx5BwT1o5conlZA5hqKsII/wpjEsn+/m+t7bDHg9fPbJTo6UdaIsk9LS2Qo2cHVHoqEauy6cdWvGM2bqHBLFOoRtV7nSa2XmnNmBmdsYo9Dqwhk3cyHKbN9WbSKaE4fZe/0zwjJmsmbJMjB4Ob7rHbIXPsGiPA32hkESUhKIS8unZFwve9v0zJ82Bo3WTrTJTX+3nSiTMgTmh6TOCXXO9K9XFZ05mRiNhr6W4cXiLFMWkqbv4f1dil8omZOmEe104XW78dgaCR83g2mZSifNiKe+jIbIaayeE8vbP/kJd7xeulsbsIdWcONAGOaxs1m3bjlHP9lHZdpWX2K8s6eVW5VeNO4+HPpplGzYhvE3p8iYnE95s5fZi3LQm0KYFN7uS8xX8nATYjy88eEtClf9IUkR/lubsvyNLtpMiDmd+SUD7PjlK9S5IlCWBeqxatBpb3GhxUVYRDh6tx3txE08UTLV9zre/8arlbf/179Q6XHS12vjcWW83NbLx6/+lCuRBlLHzmFKJKTkT2PFxNVoXA28e/gas1bk4Onx4PHqCdPa2PP6/6Njy3O+5bX6e9ppadFhtypvEoY/UZbpTHJ0ss9q9b86dTu4cfIQUSs2kXL7MhXeUiZaGtjxLzexjMsjTBdKXraJ918+SuFT05kTDaELCmntHCQywkDFwUN0pE2lODsSp3YGK5ITcNmdhOm0dz1weNw26m9X0js0Cqh0hLr6bL5OaFhCLuOzY2nvSWVWSQEXPuhhzaYFxBk8tIQa0Q12Y4qMQONRBvmc7P3lf6Vr/Ha2lhb4lljyHZ3HSWvlcY6We9j43F9z/ALAPAAAGjtJREFUcdcvOHU1k2WTUhmfF4PT2oLHo+qYDCOh8fgb/OTabrxeD4NWL1Mem6Hae/9FZcRt4dIkWs6/hvKyJiQ2mzlz/Pfk9tuhSh+FmSXFhOtAFwoX9jWxcOOT9J/9V35ysR2nrYvWDhvl1ZUYtEks3rKEmc5DHDtTzuOLLcMNiUxi0bxi3nnnd1wcnMbcwTZ6BsyYlCVyNNDfU0/9gJn133qM/CT/0k0HdraiK1yrmh1/jUptGJlTFvH0/ESiw3S+zvRwJcMlrS6SGYuXKgtbDud7DnRx4tDPqT6oJCC76W838NTwbdfn7LJbaWtpoc/RT58YUVf2hCYxbW48jafP4HX5H+QGG6voSysmJUpPVOJY5m3cQnjjCQ59YmfV5lJqD1g547uQ3TTV1pCROQMDQ084w00NWrq8/9+405XC1mIzNZd6SU3xLzk00tjt6Ket5gI791UyY9UGxulrqKwNJW/2FKqP7ufdti5WlozHbPZPI3X099Da0oKt7jQnW+PIVQf0gs3aQ2JkOMdf/SkXWwax9rSRNudpZo5NBl04Rctm89GP3yLriReI9vW6tOSXrsN65xAXOtw0Xv2UvYdP0el109/WjN3ZyTWN1beEUn2vh8h1K4nPLGROlPLuQ/n0o22owDRtDhMShlQYiBn6yRqZE6pckHFZ2b682uZrboJ+PTRasotmYW16nV/tq2Lx0o1Yu3vQx0T5Ova4rVwpqyR/0Xa2Lrb40geU2fG3b6SyRTU7vvy4yB9VntrcDNiaOL/zALYxpWzMj+HCO/+bYzc7WfCdpzGFKKkqv+eBUxzefUrZCb1PUA9qptzIlY6o8u++P+ZMVq9eTnZuku80hyeNY9ESLynZsRiM0Wx64S+JGnMksPj5pKVbmW6JxO2wkTd1Eavi4jBpDcQu/R4/1Bo5U+0iMrqAibluyspqAusajmyP3hhD8eI1pIQUMD6mnstVVuYlT2DRslnE6gbY9O3vkHa9HpOlkAlRnRy/g2/txOiEafzZX/0tyR9+Qr/dhSEsBUucnsHC2awJdZCTGEte7ja+a4im1tbEnS6H7ylR1J86Jofe/bfpHSwmIVyLMySM5eNDiQvX0BkWzooJZt+rRJ+9MYIVhWFEGTWExIYxb6yTz6p6iRljxltdQZQ5F3PYw+iEDnD99CHsd0yBURQ6y/F45vmb7XZjc7RwefcO3ImFbMovEodztzSEYdL6nzaVJ9Zpq7/PtHn17Dl2hvbiKaQNhkFKGtOnFGL29nLu5FGaO4fTN+itxdpp48aVK4QElmGB2vhCps/OwW1t5Mz+sxjnrGGzpobypgGuXbtKd2c3k1dsIzVC6c2GEJY+ia3revng0C5+czWKoimT8Ay2c/rAAc50JPPstnHs//BXhKx9igmJY1j9rSkUF2bRW3Wc0/3KrHwH1edPcK25H2vNRZInTPO90jWEK+O34j2SgZjUNGKVSURuF9djTESkZJCVNfQ63pLMd2f4fwWf/vGPfVzPfvQqDUkL2TA9w3etKyNWz4ydiNNax76Pyug3pjFnYj7awWZOHLvFuSt5pKV28g9/8TckL/0DNo4YVR/sreO1D/YQPX0L64tCuXrqCNUdfXRVXGPswu2+2d5Wl52wlPG8+PiTdJ3azTXyeWxGOD978xzrnl5PbN0hfnpFPAWI05nI43/5V2g0Vvb+4p98Sn2YmSXb/4R1YmLSx+cxx6STlZXM7YtXKF29Gtutc+y9csU34zZh7Cy+93w8e8s7UMZUqs4f5oOaSJyDXVjx53PXXj7C5dp+XAOdVPToWZMUQU/lCfZWZvDiD+djrAvnk8rzvHHlEqb5j7Oi4SDXlREJRz911gFmxiQR6yznwKnLdIYksnHBZFoiw3AlJKHtq+RqRR89BcVMK7ZgGBp5dNn7+OzEISp7PeSUTiTVODxyWHP9BDfPnKQ6YwlzVz6F4eRBfvbPFUydlYu+v5O6K2Xs3lPGvGd/yJ0z+3n3JKwqLiApq4DIeFMgxUYZieuuPsVb+yspffxZCtJCSVy3mdpeN32dd/js9FU6bFbaeiHcN9o3nI8ZEjeG9c/MZsXE1OHvorKe7bUKXCNPkzhdo0idIcSX6yt+PvXhsWRl+VMIjLY7VNVDpiUr8Do+49s/8EXy5n6XySs1dNedY++xapY9toU4Mfia99xQbf7vga2njuMfHKKxswfzhCU8NWhn33s78YRGkRQXQUTqWGIbj2POLyXTvzjvXa2tubSfKw1OWhp0jCuJJyppxOyVu6xH34jPn8d3pk2k2KJ+OHZRoczSH7pF9jdfZd8HbehdDm53DJCvTJdqqeTiuXKsXgd11xqZsEC55w1w7cwl0iaXEqEV3/ehuge7uHDkMJVXO4goNuLqa+BkVTSlT8VBA/Q1XmHfB/ZArqzyHW++WUtU8fAqChOX/4DnUqOxNV3lF3c6WDFbJCoPH5/T1snJ/bu43RXJ+uefIz0MrLX+Tq4+NIbiDdtIOLOTd966imXGYnL6erh58Squ/hZSC2fzxMqx1Bxq4LPPjvJBs/9NXVNNI3FFq1k6by0rtRquHnyJC5FppEY5OP3+Lj6pbCevdILvD68cMPQwc94CEkzhQ8lmOlInzOMHE0q4emg/l+smsCRDR789lslzismM1tN45SyH7ygDNuIzSEOnlbCKK3j9C1T4dhhq6piSncSGp15k0ewcnM03uFjpIRQ3ddfPUVbVTldzFd74EgLzO32eNqpOH6OxtZaeHhPrVxdjKz/DropTRCSkYo4IJSsplJOdKTz5hMV/jxVNUc5qayVnym7SWnuH1GT/ck0M2mlqK+N37+rZvn49tWeO8uZbVibPfoG/e97I2y+9zG+blvGt5RMxBvLRVUG/YFF2Qr8guEfiFpfPc88rtwP/j4GSH7fVMrw2GeEJLF6z5XNVaw1Gpi7eylTVngmLnqFI9Sp6/GT/TuVGMPITEpnM0q3PB9QzFoofI0UVTkHJCgpK/LsV/3FDHQqfJjqHrduy735dPXsNz4tF34lm8abh2Or6zenjKY65wNGrTWwqziA7LzawGmbR+MDjoq+asflxKJljPv9IIysmKgtCg9vZwwdXa8iev5QRb6z8Db7P/3W+BaeVpY+MxCenY7FED//wGbsoa/L/fA0OWGnRe5gyfz0zi/N9P1rKmkJancG3sPrI6pQEfS19fPSLn1BmyGfVrAnMzsklwtNJxWfnefWlg8RmzmViURoWk3pczMJ3J/hzoJRjVh5qlI8yiUbpe3TX3+JaSwvao7twzVxIVmYC5qQsMpPNgQkB3kErJw7s4GBdJI+tfpK0rAxczWWc2ruD1vDpPLV1MokmPXF6J7/d/RFp33uGGUOzcqNz57HCd624MSWkYgl1QFY26bnpqjF1DXqDAXUWhNJGZWb8SN1ILvmzlpIdEqPqrPgtlBmpedOXoIwt+Y7bBp/pOyg7/DpdBWv4i/8+H5e9lV/+5BcUbdhAaUEcJZs24YmMYHzCd0hMSQWtk5ikVDyRg1gsheSMH5pKq9Gi0/tveRrfxAmFqQa9Xkfl0d9y6tR1QmY8C913eG3He9T0G9myaHjdKp3ef6zKovrqH4TEqZtZpvXnYGVPWYHGY6O2P4PJMWnEpg+NksXmsXK2h/72cL4/L4GkKCMuZx9tjf1EG8Aam4pFo+QIZlJUkoLSfzh52crclbP8f5wgxMDVs8cpWvCEbykya/gtdr33Kj85aseWuQRt9Tl+c7yKGcVTmabr4Ne/+Bm1bUY2zTKTYyklKqGOK2VnOeJysHRGLsqC8UqaUFxSIateGF5ySFxrFovSbgOeO8f5P0ermTtzJn/wowIS9J1cOH+KnRUuFm16igl5CRRnRPL+roMci4xl7Sr/0jvq8x0Sk8eGJyeTOdSpissq9I3w2PvaSLZYiEbDpNgU0qKUkTsbyjJMCl9j2mSWp4r7lZM7Zw6z++MLtPd5yFuy8fdeY+o2iLJy3OJ1ZkDnuy7EVnAZET+WhYsz717FIWAaRuHqlTiMenoMkFUyhoyh9VIXupVUh1qaewYIiYoiIXUNmVGZvhFX4V5cugFNhAlPezoWvYfs3EKylSeCz3006EM+/30TZsr1qVzR6QVzyAjc+3s59+ZODlTV09eqY/1fRUH0eP7wD8aRkRaL1u2ivb2FUHMEBoeZVIsFu9dLVt5UcnLSofs2F+rCmbNR6bCHsfiZ5USHQp/CLDSchNRM4pJzSMnOQJkoZszLx2LSY9PoCI9KIMNi8f/hA9/32QOdbbiHbg7Kd9Ff7ObiRwfImbONMfFKD18551r0Qx0dZTWKrEkLmZaSjklg0Wh9qxqIY7fM2MDjWfV0uCJJTJ/Hi3+6lJy0eN/8CcUma/ZCFqU34xiaEGXJLSA90xL4HitLD+qdLex57SjVIUWs37aKcWlRdDfUcfH4Ln6108X3H1vgS3XQazxcPfw7dp1uZ/ayxcxfYyHJrKWp5hrnX/sl75ozWDZ9PBbL3akFmZl5gfu4aLfOGElYooWVmf533KHJBZQm+9MTBqOTsFgisGSPJSnDEvjDDOHRuSzamIxnsI+o9BwyMzMJV16GzpvHoLWF29UtODU6YhLjefLpIjLEQ5NyBi2z2B4fit5oJzXN4jt3JWn+e1S/fZDo7AIWlWRzadf7NMVPYvMzU8hL8d/bNm3fxN43TnKzLY/JYhkPcSD/DqnxeDxe5QfO6XTS1t5BuEn99HR3ZHGDUmuD6ZT9wfT3q3sQf3Vb1OUHqUvtJ8putwuv00F8/PAajcFiKvbB9MF0IvZIGcw2mG6kn9gOZhtMh6ufqms3aOhRjbhhJn9aAYkRd68dE9T/IR5rIP5ALbt3nWHiqsfJ+j1LbyrHK/z80smdk3s4M1jAhkXjAk/c98NFxFHHFH5Cqm3upRP7RkrhL6SyX10eaT9yW9gKeS9/tY2II3RCCn0wGcxG6IQM5id0wkZIRS/KQo60Fduj2Qo/IYX9yO3R/EezF/5CPkp/dR0j26PeJ8pCjrQV24+yrerYoj7RHiHVNmqdsB8phY2Q6v3BdOr9SlnYCKneH0yn9lGXR7NVxxNlta0oCyls7iWD2QbTKTHUelEWUl1HMN2D+KtjqcvquKIspNputHIw22A6xT+Y/n51D+L/MNoaLMY3va3Bjv+LnBdl+crBwUHf0pWKvxwJDXa1/QfWKQ8cYlTta3GY4Zms3Zpx1/Ih99+uELLmbMCijBTev5O0lAQkAUlAEpAEJIGvAQHZCf0anIQvrQn6CLKLppITeFXjr1l5wpEfSUASkAQkAUlAEpAEvkwCIk/7y6xT1iUJSAKSgCQgCUgCkoAk8A0nIDuhX9cLwOumt6OdHtvvmQbqHKClvXd4wWaPk66WLuzqhdu/rsco2yUJSAKSgCQgCUgC31gCshP6NT31HbfOsvO9vVQ09dPfUsE5ZZVr1Wew9Saf3GyGjhv86zun6R9o5fjZm9gHmnjn9X00DQ6v6ahyk0VJQBKQBCQBSUASkAS+FgRkJ/RrcRqGG+Ec7Kbsw5d55UwP00vnkBHhoKOvnc/e/A0vH72F3en2LWChNyXhrNxDWYOy6rmdC2cvMqA3MtBaT7/Zg6G3h87OTrq6rbiGl94brkiWJAFJQBKQBCQBSUAS+AoJyIlJXyH8YFW3V1+mrG6Q8MErvPR37xOTX0BKZCgkxtN/bhcf6VazYW4OrdXVeAypNFddp7XRSndeIeH6PsqbrjLQ1MsH775Ba/ltQsYt5DvfWU+yWF8tWKVSJwlIApKAJCAJSAKSwJdMQHZCv2Tg96qu5eI7vLK3HC9eXPYBHG4X/T3ddDr0eJS/+2pt5/A7v6Kv/1mWjzcTG9FFZXUbHTWVnD4Xz+q1Zo6/epOsp/+AJ2bFcPBXe4hePV92QO8FXe6TBCQBSUASkAQkga+EgOyEfiXYg1eaNHUzf100QNXlg+w93cP2H/5PEhxV1DS1c/Z2MyXT55OXEY3OM0hj1Q1uXa8lrWgWBa5CSjLs1FXV4s1NwdrcxGCPlmqDl6WRD+NPWQZvr9RKApKAJCAJSAKSgCTwRQnInNAvSu6R+PVz+Lcvc+imhxVb1tJf9h6/fvskfeEWNpWM48rRd/j1gTJcbg8up5n5m5Zja7zDxOJCSpYsYsbMxXxv81y6m2to7GxCH6Inxnj3X0J6JM2WQSUBSUASkAQkAUlAEnhAAnIk9AGBPTpzK5feeRf7lPUstJ/h/ddeY8Lclaxd7qCh/DAv21P4wRPbaL60m9feaifNXMNH/3AKT0wScTfrOf1WF2NWfZfnS3MZrznN7j0dJBQuwxTm/5u0j67dMrIkIAlIApKAJCAJSAIPTkB2Qh+c2SPyMDFl8zNMcQ3Q1lvKgs6PuXLtMJ/1ehlnyWPN9HyuXT5FSv4mnp1pgO4rHN97mbxVz7NxuoYDvz1Gzrh0NEYzkwo07Hy/nufWZRAy9PcsGy59yIGbGkoWzmNcsvkRHYMMKwlIApKAJCAJSAKSwP0RkK/j74/Tl2bV3VTBnt++xCl7OrOKp7Nk8XwywnvY+7vfUu/JxmQYWm8pIpdn/3gbpsq9/ONPX8M1bhqZ8SHUXTrM+6dg06rxXD52kLrOQWi/zltn7BRmOjly9tKXdiyyIklAEpAEJAFJQBKQBEYjIEdCRyPzFeldbi/xmYVEatopu9GEw+Yms6CE7/3VRgLZne4BKsrOc/TUGbTR49ny3SewlX/KsQ8vc6fRyfyntjMpzcDFY+/y5o4P2La+mChnC5crQjBlZX1FRyarlQQkAUlAEpAEJAFJYJiA7IQOs/halMKjUxhbYMSpCyExNYP4YLPbNQbi0iws3VxEZloMWq8XTfJyMuoamB6ZTHqMEa/Xy/QlT5BW34YpLp3HHltFU7+G5NSUr8VxykZIApKAJCAJSAKSwDebgOyEfs3Of3h0MnnRyb5OpEYzlNA5so1aA3GpFuKG9F6fNBCbkUWs2lYXTqrF4tekZhMNvrhqE1mWBCQBSUASkAQkAUngqyAgc0K/CuqyTklAEpAEJAFJQBKQBL7hBGQn9Bt+AcjDlwQkAUlAEpAEJAFJ4KsgIDuhXwV1WackIAlIApKAJCAJSALfcAKyE/oNvwDk4UsCkoAkIAlIApKAJPBVEJCd0K+CuqxTEpAEJAFJQBKQBCSBbzgB2Qn9hl8A8vAlAUlAEpAEJAFJQBL4KggE7YRqR1sa6KtooaxTEpAEJAFJQBKQBCQBSeA/HIGgndD/cEcpD0gSkAQkAUlAEpAEJAFJ4GtFIGgnVPlrO/IjCUgCkoAkIAlIApKAJCAJPCoCwTuhj6o2GVcSkAQkAUlAEpAEJAFJQBIAPtcJHeUPRUpYkoAkIAlIApKAJCAJSAKSwEMj8PlOqJyU9NDgykCSgCQgCUgCkoAkIAlIAsEJfK4T6kXmgwZHJbWSgCQgCUgCkoAkIAlIAg+LwOc7obIP+rDYyjiSgCQgCUgCkoAkIAlIAqMQ+FwndBQ7qZYEJAFJQBKQBCQBSUASkAQeGoG7OqEamQ/60MDKQJKAJCAJSAKSgCQgCUgCoxO4qxMq1wcdHZTcIwlIApKAJCAJSAKSgCTw8Ajc1Ql9eGFlJElAEpAEJAFJQBKQBCQBSWB0ArITOjobuUcSkAQkAUlAEpAEJAFJ4BERkJ3QRwRWhpUEJAFJQBKQBCQBSUASGJ2A7ISOzkbukQQkAUlAEpAEJAFJQBJ4RARkJ/QRgZVhJQFJQBKQBCQBSUASkARGJ6BX73I5ndj6+9Squ8rK7PmRyzgF0ylOwfT3q3sQ/7saqNp4kLpUboGix+MBj5uurq6ALlhMZWcwfTBdINCIQjDbYLoRboHNYLbBdIpDMP396h7EP9C4EQVRl5CjxRzhFtgUfkLey19tIwIInZBf1F/Eu5cUdQh5r7qCxRF+Qt7LX20jYgmdkEIfTAazETohg/kJnbARUtGLspAjbcX2aLbCT0hhP3J7NP/R7IW/kI/SX13HyPao94mykCNtxfajbKs6tqhPtEdItY1aJ+xHSmEjpHp/MJ16v1IWNkKq9wfTqX3U5dFs1fFEWW0rykIKm3vJYLbBdEoMtV6UhVTXEUz3IP7qWOqyOq4oC6m2G60czDaYTvEPpr9f3YP4P4y2BovxTW9rsOP/IufF5XJhMBgCiO/qhGq1WvQhIYGdIwvBGhFM9yAN+/f6j2yj2A4WN5hO2I+UHrcbt8ODTqcL7BrNP5g+mC4QaEQhmG0w3Qi3wGYw22A6xSGY/n51D+IfaNyIgqhLyNFijnALbAo/Ie/lr7YRAYROyC/qL+LdS4o6hLxXXcHiCD8h7+WvthGxhE5IoQ8mg9kInZDB/IRO2Aip6EVZyJG2Yns0W+EnpLAfuT2a/2j2wl/IR+mvrmNke9T7RFnIkbZi+1G2VR1b1CfaI6TaRq0T9iOlsBFSvT+YTr1fKQsbIdX7g+nUPuryaLbqeKKsthVlIYXNvWQw22A6JYZaL8pCqusIpnsQf3UsdVkdV5SFVNuNVg5mG0yn+AfT36/uQfwfRluDxfimtzXY8X+R8+J2u+/Ce3cnVKfDYJCdUIWQW+sCt4sQVaf8YZ2Eu87AA3w5R/qJ7WDtCqZT7IPp71f3IP6ibSOlqEvI0WKO9BPbwk/Ie/mrbR62v4h3LynqF/JebQ0WR/gJeS9/tY2IJXRCCn0wGcxG6IQM5id0wkZIRS/KQo60Fduj2Qo/IYX9yO3R/EezF/5CPkp/dR0j26PeJ8pCjrQV24+yrerYoj7RHiHVNmqdsB8phY2Q6v3BdOr9SlnYCKneH0yn9lGXR7NVxxNlta0oCyls7iWD2QbTKTHUelEWUl1HMN2D+KtjqcvquKIspNputHIw22A6xT+Y/n51D+L/MNoaLMY3va3Bjv+LnBcljvJPfGROqCAhpSQgCUgCkoAkIAlIApLAl0ZAoxkza7hL+qVVKyuSBCQBSUASkAQkAUlAEvgmE/j/J9KoqBPMPwkAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**如何用GARCH直接预测波动率？？**\n",
    "\n",
    "建模步骤：\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "金融数据实例："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "import statsmodels.api as sm\n",
    "from statsmodels.graphics.api import qqplot\n",
    "import scipy.stats as scs\n",
    "from arch import arch_model\n",
    "import sys\n",
    "from scipy import  stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_excel('./HFData.xlsx').set_index('datetime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime\n",
      "2018-06-01 09:30:00    3764.4\n",
      "2018-06-01 09:35:00    3766.8\n",
      "2018-06-01 09:40:00    3761.6\n",
      "2018-06-01 09:45:00    3758.8\n",
      "2018-06-01 09:50:00    3755.4\n",
      "Name: close, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(data.close.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime\n",
      "2018-06-01 09:35:00    0.000638\n",
      "2018-06-01 09:40:00   -0.001380\n",
      "2018-06-01 09:45:00   -0.000744\n",
      "2018-06-01 09:50:00   -0.000905\n",
      "2018-06-01 09:55:00    0.000799\n",
      "Name: close, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "returnsClose = data.close.pct_change()[1:]\n",
    "print(returnsClose.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0115157481550403\n"
     ]
    }
   ],
   "source": [
    "# 残差D-W检验，结果越接近2，说明模型越准确，上下界分别为0和4\n",
    "print(sm.stats.durbin_watson(arma_mod03.resid.values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "resid =arma_mod03.resid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QfqoPIo3tanw9jTPdwNgsN43LJKn7tSM4fxD4ZERcC3wDeANARKwF3paZb21D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\nmZlV4MLZzMzMzKwCF85mZmZmZhX8BxQbcYXyjcKlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a2919fa668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察残差的ACF和PACF，判断ARMA模型是否完全涵盖了模型的自相关性\n",
    "# 如果完全包含，则残差不应该自相关\n",
    "# 如果观察到残差自相关，说明ARMA模型的阶数有问题，或者ARMA模型本身有问题\n",
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(resid, lags=20, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(resid, lags=20, ax=ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "resid2 =pow(arma_mod03.resid,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.7943735338695392\n"
     ]
    }
   ],
   "source": [
    "# 残差D-W检验，结果越接近2，说明模型越准确，上下界分别为0和4\n",
    "print(sm.stats.durbin_watson(resid2.values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Cbq1WHyc7nM8OKxgJvM8G32S49ux4WkmSJE0Nrxw4jTz6xNPs3D3Y7WZIkiSphb5uN0CS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a2922ec5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "fig = sm.graphics.tsa.plot_acf(resid2, lags=20, ax=ax1)\n",
    "ax2 = fig.add_subplot(212)\n",
    "fig = sm.graphics.tsa.plot_pacf(resid2, lags=20, ax=ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.    (Exit mode 0)\n",
      "            Current function value: -78.99044681451814\n",
      "            Iterations: 3\n",
      "            Function evaluations: 37\n",
      "            Gradient evaluations: 3\n",
      "                           AR - GARCH Model Results                           \n",
      "==============================================================================\n",
      "Dep. Variable:                  close   R-squared:                      -0.001\n",
      "Mean Model:                        AR   Adj. R-squared:                 -0.001\n",
      "Vol Model:                      GARCH   Log-Likelihood:                78.9904\n",
      "Distribution:                  Normal   AIC:                          -149.981\n",
      "Method:            Maximum Likelihood   BIC:                          -144.512\n",
      "                                        No. Observations:                   29\n",
      "Date:                Fri, Jun 21 2019   Df Residuals:                       25\n",
      "Time:                        16:45:27   Df Model:                            4\n",
      "                                 Mean Model                                 \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "Const      7.4516e-03  3.099e-03      2.405  1.618e-02 [1.378e-03,1.352e-02]\n",
      "                              Volatility Model                              \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "omega      2.5590e-05  6.668e-06      3.838  1.243e-04 [1.252e-05,3.866e-05]\n",
      "alpha[1]   9.9998e-03      0.281  3.561e-02      0.972     [ -0.540,  0.560]\n",
      "beta[1]        0.8900      0.272      3.268  1.084e-03     [  0.356,  1.424]\n",
      "============================================================================\n",
      "\n",
      "Covariance estimator: robust\n"
     ]
    }
   ],
   "source": [
    "am = arch_model(l,mean='ARX',lags=0,vol='Garch',p=1,o=0,q=1,dist='Normal')\n",
    "res = am.fit(update_freq=5)\n",
    "print(res.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "forecasts=res.forecast()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          h.1\n",
      "datetime                     \n",
      "2017-11-14 15:00:00       NaN\n",
      "2017-11-15 15:00:00       NaN\n",
      "2017-11-16 15:00:00       NaN\n",
      "2017-11-17 15:00:00       NaN\n",
      "2017-11-20 15:00:00  0.007452\n",
      "                          h.1\n",
      "datetime                     \n",
      "2017-11-14 15:00:00       NaN\n",
      "2017-11-15 15:00:00       NaN\n",
      "2017-11-16 15:00:00       NaN\n",
      "2017-11-17 15:00:00       NaN\n",
      "2017-11-20 15:00:00  0.000263\n",
      "                          h.1\n",
      "datetime                     \n",
      "2017-11-14 15:00:00       NaN\n",
      "2017-11-15 15:00:00       NaN\n",
      "2017-11-16 15:00:00       NaN\n",
      "2017-11-17 15:00:00       NaN\n",
      "2017-11-20 15:00:00  0.000263\n"
     ]
    }
   ],
   "source": [
    "print(forecasts.mean.iloc[-5:])\n",
    "print(forecasts.residual_variance.iloc[-5:])\n",
    "print(forecasts.variance.iloc[-5:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "更长步数的预测可以通过传递horizon参数进行计算得出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          h.1       h.2       h.3       h.4       h.5\n",
      "datetime                                                             \n",
      "2017-11-16 15:00:00       NaN       NaN       NaN       NaN       NaN\n",
      "2017-11-17 15:00:00       NaN       NaN       NaN       NaN       NaN\n",
      "2017-11-20 15:00:00  0.000263  0.000262  0.000262  0.000261  0.000261\n"
     ]
    }
   ],
   "source": [
    "forecasts = res.forecast(horizon=5)\n",
    "print(forecasts.residual_variance.iloc[-3:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**固定窗口预测**\n",
    "\n",
    "固定窗口预测使用截至给定日期的数据来产生此日期后的全部预测结果。在初始化模型时，可以通过传递进全部数据，在使用fit.forecast()时使用last_obs将会产生该日期后的全部预测结果。\n",
    "\n",
    "注意： last_obs 遵从Python序列规则，因此last_obs中的实际日期并非在样本中。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration:      5,   Func. Count:     47,   Neg. LLF: -65.67304898601047\n",
      "Iteration:     10,   Func. Count:     82,   Neg. LLF: -66.04941403779469\n",
      "Optimization terminated successfully.    (Exit mode 0)\n",
      "            Current function value: -66.0495530392585\n",
      "            Iterations: 12\n",
      "            Function evaluations: 89\n",
      "            Gradient evaluations: 11\n",
      "                          h.1       h.2       h.3       h.4       h.5\n",
      "datetime                                                             \n",
      "2017-11-10 15:00:00  0.000285  0.000290  0.000295  0.000300  0.000306\n",
      "2017-11-13 15:00:00  0.000290  0.000295  0.000300  0.000306  0.000311\n",
      "2017-11-14 15:00:00  0.000295  0.000300  0.000306  0.000311  0.000316\n",
      "2017-11-15 15:00:00  0.000300  0.000306  0.000311  0.000316  0.000322\n",
      "2017-11-16 15:00:00  0.000306  0.000311  0.000316  0.000322  0.000327\n"
     ]
    }
   ],
   "source": [
    "res = am.fit(last_obs = '2017-11-11', update_freq=5)\n",
    "forecasts = res.forecast(horizon=5)\n",
    "print(forecasts.variance.dropna().head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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